همه مقالات

ﺪﯿﻔﻣ ﯼﺎﻫ ﮏﯿﻨﮑﺗ :Numpy ﯽﻠﻤﻋ ﯼﺎﻫ ﻪﻧﻮﻤﻧ

GitHub ﺕﺎﻣﺍﺪﻗﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ ﻡﻭﺍﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﻡﺎﻏﺩﺍ

؟ﺖﺴﯿﭼ ﺕﻭﺎﻔﺗ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﻧﺎﯿﺑ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﺎﯿﺑ

ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻬﻧﺁ ﺯﺍ ﯽﻧﺎﻣﺯ ﻪﭼ ﻭ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﻪﻋﻮﻤﺠﻣ ﮎﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﺩﺭﺍﻮﻣ ﻑﺬﺣ ﻩﻮﺤﻧ

ﺪﯾﺯﻮﻣﺎﯿﺑ 2024 ﻝﺎﺳ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﺭﻭﺩ ﻭ ﺎﻫ ﺵﺯﻮﻣﺁ ﻦﯾﺮﺗ ﺏﻮﺒﺤﻣ ﺯﺍ

ﺎﻫﺍﺪﻧﺎﭘ ﺞﯾﺍﺭ ﯼﺎﻫﺎﻄﺧ ﻝﺎﮑﺷﺍ ﻊﻓﺭ ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﯼﺎﻤﻨﻫﺍﺭ

numpy ﻮﻟﺭﺎﮐ ﺖﻧﻮﻣ ﯼﺎﻬﺷﻭﺭ ﻭ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫﺪﻨﯾﺁﺮﻓ ﯼﺯﺎﺳ ﻪﯿﺒﺷ ﯼﺍﺮﺑ

Numpy Arrays ﺯﺍ ﻢﯿﻘﺘﺴﻣ ﺭﻮﻃ ﻪﺑ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

MLOps ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺭﻭﺮﺿ ﻪﻧﺎﺨﺑﺎﺘﮐ 7

Pytest ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺪﺣﺍﻭ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﻪﺘﺷﺭ ﯼﺭﺎﮑﺘﺳﺩ ﯼﺍﺮﺑ ﺮﻨﯾﻻ ﮏﯾ ﺪﯿﻔﻣ ﻥﻮﺘﯾﺎﭘ 15

ﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﯼﺍﺮﺑ ﺍﺪﻧﺎﭘ ﯼﺭﻭﺮﺿ ﻥﺎﻣﺮﻓ 10

ﺎﻫ ﻩﺩﺍﺩ ﺖﯿﻔﯿﮐ ﻊﯾﺮﺳ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﺮﻨﯾﻻ ﮏﺗ ﺍﺪﻧﺎﭘ 10

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﻝﺍﺪﺟ ﺮﺑ ﻂﻠﺴﺗ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ Element-wise ﺕﺎﯿﻠﻤﻋ ﯼﺍﺮﺑ()dataframe.map ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

(ﻢﻨﮐ ﻉﻭﺮﺷ ﺭﺎﮐ ﻦﯾﺍ ﺯﺍ ﻢﻧﺍﻮﺗ ﯽﻣ ﺮﮔﺍ) ﻡﺮﯿﮕﺑ ﺩﺎﯾ 2025 ﻝﺎﺳ ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻢﻧﺍﻮﺗ ﯽﻣ ﻪﻧ

ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﺕﺎﺒﺳﺎﺤﻣ ﺲﯿﺋﻮﺳ ﺶﺗﺭﺍ ﯼﻮﻗﺎﭼ :ﯼﺭ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﻫﺩ ﯽﻣ ﺮﯿﯿﻐﺗ ﺍﺭ ﺎﻤﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺯﺎﺑ ﻪﮐ ﺮﻨﯾﻻ ﮏﺗ ﻥﻮﺘﯾﺎﭘ 10

ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ PySpark ﯼﺭﻭﺮﺿ ﺭﻮﺘﺳﺩ 10

ﺍﺪﻧﺎﭘ ﺭﺩ ﻊﻤﺠﺗ ﻭ ﻪﺘﻓﺮﺸﯿﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺍﺮﺑ Groupby ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﯽﺳﺎﺳﺍ ﻊﺑﺍﻮﺗ ﯼﺍﺮﺑ ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﯽﻠﺧﺍﺩ ﯼﺭﺎﻣﺁ ﻝﻭﮊﺎﻣ ﺮﺑ ﻂﻠﺴﺗ

ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺩ ﺪﺤﺘﻣ ﻞﯾﺎﻓ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ FSSPEC ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﯼﺎﻫﻮﮕﻟﺍ ﻭ ﺎﻫﺎﻤﻧ ، ﺎﻫ ﻝﺪﻣ ﻪﺑ ﻖﯿﻤﻋ ﻪﺟﺮﯿﺷ ﮏﯾ :ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ MVT Django ﯼﺭﺎﻤﻌﻣ ﻪﻧﻮﮕﭼ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﻩﺩﺎﺳ ﯽﺘﯿﻨﻣﺍ ﺮﻨﮑﺳﺍ ﮏﯾ ﺖﺧﺎﺳ

ﯽﺘﯿﻨﻣﺍ ﺐﯾﺮﻓ ﯼﺍﺮﺑ ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﻮﺒﻧﺯ ﻪﻧﻻ ﮏﯾ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﺖﯿﻟ ﻢﯾﺮﺘﺳﺍ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﮓﻧﺭﺩﻼﺑ ﻪﮑﺒﺷ ﮏﯿﻓﺍﺮﺗ ﺩﺭﻮﺒﺷﺍﺩ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

NLP ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺪﻨﺳ ﮏﯾ ﺭﺩ ﺕﺎﻤﻠﮐ ﻦﺘﻓﺎﯾ ﻩﻮﺤﻧ ؟ﺖﺴﯿﭼ ﯽﯾﺎﻨﻌﻣ ﻖﯿﺒﻄﺗ

ﺯﺎﺑ ﻊﺒﻨﻣ ﻭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺭﺩ ﺫﻮﻔﻧ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﺩﺮﮑﯾﻭﺭ ﮏﯾ :ﺭﺍﺩﻮﻤﻧ RAG ﻢﺘﺴﯿﺳ ﮏﯾ ﻦﺘﺧﺎﺳ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻡﺍﺪﮐ ﺯﺍ ﯽﻧﺎﻣﺯ ﻪﭼ :ﯽﺘﻨﺳ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﻞﺑﺎﻘﻣ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

5 API ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ

RAG ﻭ LLMS ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﻪﻧﺎﺘﺳﻭﺩ ﻩﮊﻭﺮﭘ 5

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ :ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﺪﻨﮐ ﺩﺎﺠﯾﺍ ﻞﻐﺷ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﻪﻧﻮﻤﻧ ﮏﯾ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

ﺩﻮﺷ ﮎﺮﺘﺸﻣ ﺪﯾﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﺑ ﺪﻨﻣ ﻪﻗﻼﻋ ﺮﻫ ﻪﮐ ﺖﺴﮐﺩﺎﭘ 10

Streamlit ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻊﯾﺮﺳ ﺭﺍﺮﻘﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ 7

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻢﺴﺠﺗ ﯼﺍﺮﺑ ﺭﺍﺰﺑﺍ 5

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﺎﺑﺯ ﻝﺪﻣ ﻢﯿﻫﺎﻔﻣ 6

2024 ﻝﺎﺳ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﻻﺎﻘﻣ ﻦﯾﺮﺗﺭﺍﺬﮔﺮﯿﺛﺄﺗ ﺯﺍ ﺩﺭﻮﻣ 5

ﻥﺁ ﺯﺍ ﺲﭘ ﻭ 2024 ﻝﺎﺳ ﯼﺍﺮﺑ ﺭﺎﮐ ﺭﺍﺯﺎﺑ ﻞﯿﻠﺤﺗ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺩﺰﻤﺘﺳﺩ

ﺪﯿﻨﮐ ﺎﺷﺎﻤﺗ 2025 ﻝﺎﺳ ﺭﺩ ﺪﯾﺎﺑ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺪﻧﻭﺭ 7

ﺪﺷ ﻥﺎﺳﺁ LLM ﯽﺑﺎﯾﺯﺭﺍ ﯼﺎﻫﺭﺎﯿﻌﻣ

ﯼﺪﻌﺑ ﻞﺴﻧ ﻊﯾﺮﺳ ﯽﺳﺪﻨﻬﻣ ﮏﯿﻨﮑﺗ 7

LLMS ﺵﺯﻮﻣﺁ ﺯﺍ ﯼﺮﯿﮔﻮﻠﺟ ﯼﺍﺮﺑ ﺞﯾﺍﺭ ﻩﺎﺒﺘﺷﺍ 5

RAG ﻢﻫﻮﺗ ﺺﯿﺨﺸﺗ ﯼﺎﻫ ﮏﯿﻨﮑﺗ

Claude API ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯿﻟﻮﺗ ﺎﺗ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﺯﺍ :PyCaret ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﻝﺪﻣ ﻪﻟﻮﻟ ﻂﺧ ﮏﯾ ﺖﺧﺎﺳ

2025 ﻝﺎﺳ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﻂﻠﺴﺗ ﯼﺍﺮﺑ ﻩﺍﺭ ﻪﺸﻘﻧ

ﺪﯿﻨﮐ ﺕﺎﺒﺛﺍ 2025 ﻝﺎﺳ ﺭﺩ ﺍﺭ ﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻠﻐﺷ ﻩﺪﻨﯾﺁ

ﻩﺪﺷ ﻪﻨﯿﻬﺑ ﯼﺍ ﻪﭼﺭﺎﭘ ﻢﺘﺴﯿﺳ ﮏﯾ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ 5

ﻥﺎﺑﺯ ﯼﺎﻫ ﻝﺪﻣ ﻢﯿﻈﻨﺗ ﯼﺍﺮﺑ ﻥﺎﺳﺁ ﻩﺍﺭ 3

ﯽﺑﺎﯾﺯﺭﺍ ﯼﺎﻫ ﺏﻮﭼﺭﺎﭼ ﺮﯾﺎﺳ ﻭ IV RAG: RAGAS ﺖﻤﺴﻗ ﮎﺭﺩ

ﻪﯿﻧﺎﺛ ﯽﻠﯿﻣ ﻪﺑ ﻪﯿﻧﺎﺛ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯿﻧﺎﺛ ﻪﺑ ﻪﯿﻧﺎﺛ ﯽﻠﯿﻣ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯿﻨﮐ ﯽﭙﮐ PyTorch ﺭﺩ ﺍﺭ Tensor ﮏﯾ ﻪﻧﻮﮕﭼ

ﻊﺑﺮﻣ ﻂﯿﺤﻣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻞﯿﻄﺘﺴﻣ ﻂﯿﺤﻣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻝﻮﺴﭙﮐ ﻢﺠﺣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺱﻮﯿﺴﻠﺳ ﻪﺑ ﺖﯾﺎﻬﻧﺭﺎﻓ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﻘﯿﻗﺩ ﺪﻨﭼ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ CLI ﺖﺧﺎﺳ :Python Typer ﺵﺯﻮﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ f ﯼﺎﻫ ﻪﺘﺷﺭ ﺮﺑ ﻂﻠﺴﺗ

ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻢﻫ ﺎﺑ SQL ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺎﻫ ﺕﺭﺎﻬﻣ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﻩﺍﺭ 7

ﻥﻮﺘﯾﺎﭘ ﺪﯾﺪﺟ ﻪﺘﺴﺑ ﺮﯾﺪﻣ ﮏﯾ

ﯼﺭﻮﺘﺳﺩ ﺪﻨﻗ ﺯﺍ ﺮﺗﺍﺮﻓ ﯼﺰﯿﭼ :(...) ﻥﻮﺘﯾﺎﭘ ﯽﻀﯿﺑ ﺭﺩ ﺵﻭﺎﮐ

DuckDB ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻩﺩﺍﺩ ﺮﮕﻠﯿﻠﺤﺗ ﺮﻫ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ 10

ﻥﺎﺳﺁ ﻪﻠﺣﺮﻣ 10 ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﻢﻠﻋ ﻦﺸﯿﮑﯿﻠﭘﺍ ﺖﺧﺎﺳ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﺍﺪﻧﻮﮐ ﯼﺭﻭﺮﺿ ﺭﻮﺘﺳﺩ 10

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﯼﺍ ﻩﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﺮﻫ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ 10

ﻩﺩﺎﻔﺘﺳﺍ ﺞﯾﺍﺭ ﯼﺎﻫ ﻝﺎﺜﻣ ﻭ ﺩﺭﺍﻮﻣ :ﻥﻮﺘﯾﺎﭘ ﻥﺪﺷ ﻪﺘﺴﺑ

ﺎﻫﺍﺪﻧﺎﭘ DataFrame ﺺﺧﺎﺷ ﯽﻧﺎﺸﻧﺯﺎﺑ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻬﻧﺁ ﺯﺍ ﯽﻧﺎﻣﺯ ﻪﭼ ﻭ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﮎﺭﺩ

ﺪﻨﺳ ﻦﯾﺪﻨﭼ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ GPT ﻭ LangChain ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

[ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ] ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﮐﺭﺎﻓ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

COCOTB ؟ﺪﻨﮐ ﯽﻣ ﻝﻮﺤﺘﻣ ﺍﺭ ﺭﺍﺰﻓﺍ ﺖﺨﺳ ﺪﯿﯾﺄﺗ ﻪﻧﻮﮕﭼ ﻭ ﺖﺴﯿﭼ

؟ﻢﯿﻨﮐ ﺐﺼﻧ ﻮﺘﻧﻮﺑﻭﺍ ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻪﻧﻮﮕﭼ

()NumPy Where ﺎﺑ ﯽﻃﺮﺷ ﺕﺍﺭﺎﺒﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

JIT ﺮﻠﯾﺎﭙﻣﺎﮐ ﮏﯾ ﻭ ﻥﺎﮕﯾﺍﺭ Python 3.13: Threading ﺶﯾﺎﻤﻧ ﺶﯿﭘ

Python 3.13: A Modern REPL ﺶﯾﺎﻤﻧ ﺶﯿﭘ

Python 3.13: ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﺒﻟﺎﺟ ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

ﺪﯾﺯﺎﺴﺑ ﺱﺎﻤﺗ ﺏﺎﺘﮐ ﻦﺸﯿﮑﯿﻠﭘﺍ ﮏﯾ SQLite ﻭ Python، Textual ﺎﺑ

؟ﺖﺳﺍ ﮏﯿﻧﻮﺘﯾﺎﭘ ﻭ ﻦﯾﺮﯿﺷ ﻥﻮﺘﯾﺎﭘ ﺍﺮﭼ :ﯼﻮﺤﻧ ﺪﻨﻗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﺘﺧﺎﺳ ﯼﻮﮕﻟﺍ ﻖﯿﺒﻄﺗ

ﺮﮕﯾﺩ ﯼﺎﻫﮏﯿﻨﮑﺗ ﻭ ﻞﻔﻗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ :ﻥﻮﺘﯾﺎﭘ ﻉﻮﺿﻮﻣ ﯽﻨﻤﯾﺍ

ﺞﯾﺍﺭ ﺕﻼﮑﺸﻣ ﻭ ﺎﻫ ﻩﻮﯿﺷ ﻦﯾﺮﺘﻬﺑ :ﯼﻮﻗ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻟﻮﻟ ﻂﺧ ﺩﺎﺠﯾﺍ

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺗ ﻥﻮﯿﺳﺮﮔﺭ ﺯﺍ :ﺎﻤﺷ ﻞﮑﺸﻣ ﯼﺍﺮﺑ ﺐﺳﺎﻨﻣ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﯽﻠﻤﻋ ﯼﺎﻤ

ﺎﻫﺭﺍﺰﺑﺍ ﻭ ﺎﻫﺪﻨﻓﺮﺗ ،ﺕﺎﮑﻧ :ﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﻢﯿﻈﻨﺗ ﺮﻨﻫ ﺮﺑ ﻂﻠﺴﺗ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺩ ﺭﺎﮐ ﻩﺯﺎﺗ ﺞﯾﺍﺭ ﺕﺎﻫﺎﺒﺘﺷﺍ ﺯﺍ ﺏﺎﻨﺘﺟﺍ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 5

ﺯﺎﺑ ﻊﺒﻨﻣ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺎﺑ ﯽﻠﻤﻋ ﺵﺯﻮﻣﺁ ﮏﯾ :ﺩﻮﺧ ﺕﺎﺑ ﺖﭼ ﻦﯿﻟﻭﺍ ﻦﺘﺧﺎﺳ

ﺮﮔ ﻪﯿﺻﻮﺗ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﺖﺧﺎﺳ ﯼﺍﺮﺑ ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯽﮕﺘﺷﺎﺒﻧﺍ ﻭ ﯼﺪﻨﺑﻪﺘﺴﺑ ،ﺖﯾﻮﻘﺗ :ﻩﻭﺮﮔ ﯽﯾﺍﺩﺯ ﺯﺍﺭ ﯼﺎﻫﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

LLM ﺮﺑ ﻂﻠﺴﺗ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﯽﻟﺎﻣ ﺭﻮﻣﺍ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ :ﻥﻮﻧﺎﮐ ﺭﺩ ﻊﯾﺎﻨﺻ

ﻥﺎﺴﻧﺍ ﺪﻨﻧﺎﻣ ﻦﺘﺷﻮﻧ ﯼﺍﺮﺑ ﺎﻫﻦﯿﺷﺎﻣ ﺵﺯﻮﻣﺁ :ﻥﻭﺭﺩ ﺯﺍ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺪﯿﻟﻮﺗ

MongoDB ﻭ Scrapy ﺎﺑ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ

ﺯﻭﺮﻣﺍ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 5

ﯼﻮﻗ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺎﻫﻝﺪﻣ ﺖﺧﺎﺳ :ﺩﺮﮑﻠﻤﻋ ﺎﺗ ﺎﻫﯽﮔﮋﯾﻭ ﺯﺍ

ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﮏﯿﺳﻼﮐ RAG ﻪﻧﻮﮕﭼ :ﻡﻭﺩ ﺖﻤﺴﻗ RAG ﮎﺭﺩ

ﻩﺩﺍﺩ ﻢﻠﻋ ﺞﯾﺎﺘﻧ ﻁﺎﺒﺗﺭﺍ ﯼﺭﺍﺮﻗﺮﺑ ﻭ ﺮﯿﺴﻔﺗ

ﺪﯿﺘﺴﻧﺍﺩ ﯽﻤﻧ ﺎﻬﻧﺁ ﻩﺭﺎﺑﺭﺩ ﻻًﺎﻤﺘﺣﺍ ﻪﮐ Scikit-Learn ﺯﺍﺭ 7

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ ﯼﺍﺮﺑ ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﮋﯾﻭ ﺮﺗﻮﯿﭙﻣﺎﮐ ﺭﺩ ﻥﺎﮕﯾﺍﺭ ﺏﺎﺘﮐ 5

RAG III: Fusion Retrieval and Reranking ﮎﺭﺩ

Data Science 365 ﻂﺳﻮﺗ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺎﺑ ﻪﺒﺣﺎﺼﻣ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﻥﺎﮕﯾﺍﺭ ﺭﺍﺰﺑﺍ

ﺪﯿﺷﺎﺑ ﻪﺘﺷﺍﺩ ﺖﮐﺭﺎﺸﻣ ﻥﺁ ﺭﺩ ﺯﻭﺮﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﺯﺎﺑ ﻊﺒﻨﻣ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ 7

ﻊﯾﺮﺳ ﻩﺪﻧﺮﺑ ﯼﺍﺮﺑ ﻥﮋﯾﻭ ﺮﺗﻮﯿﭙﻣﺎﮐ ﺭﺩ ﻝﺎﻘﺘﻧﺍ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﮒﺭﺰﺑ ﺱﺎﯿﻘﻣ ﯼﺎﻫﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﯼﺭﺎﺠﻨﻫﺎﻧ ﺺﯿﺨﺸﺗ ﯼﺎﻫﮏﯿﻨﮑﺗ

ﺪﻨﮐ ﯽﻣ ﺖﯾﻮﻘﺗ ﺍﺭ ﺎﻤﺷ ﻩﺩﺍﺩ ﻢﻠﻋ ﺭﺎﮐ ﺵﺩﺮﮔ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﺮﻨﯾﻻ ﮏﺗ 10

ﺮﺒﻣﺍﻮﻧ 21 ﺎﺗ ﺩﻭﺪﺤﻣﺎﻧ ﯽﺳﺮﺘﺳﺩ—Data Science 365 ﺎﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻭ ﻩﺩﺍﺩ ﻥﺎﮕﯾﺍﺭ ﯼﺎﻫ ﻩ

ﻞﺒﻨﺗ ﺵﻭﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻡﻮﻠﻋ ﯼﺩﺮﺑﺭﺎﮐ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ

ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺪﯿﻔﻣ ﺮﻨﯾﻻ ﮏﺗ 10

ﮏﯿﻧﺎﮑﻣ ﯽﺳﺪﻨﻬﻣ ﻞﺋﺎﺴﻣ ﻞﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺪﯾﻭﺭﺪﻧﺍ apk ﻪﺑ ﺍﺭ KivyMD ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ S&P 500 ﺯﺍ ﯼﺩﺎﯿﻨﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﺝﺍﺮﺨﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺩﻮﺟﻮﻣ ﯼﺎﻫ ﻥﻮﺘﺳ ﺎﺑ PySpark ﺭﺩ ﻥﻮﺘﺳ ﻦﯾﺪﻨﭼ ﻂﺳﻮﺗ ﯼﺪﻨﺑ ﻦﺸﯿﺗﺭﺎﭘ

ﺏﺭﻮﻣ ﺽﺮﻋ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﻪﻨﯾﺁ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺧﺭﺩ ﻭ ﻪﺘﺸﭘ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

؟ﻢﻨﮐ ﺭﺎﮐﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯽﻧﻮﯾﺰﯾﻮﻠﺗ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺩﻮﻠﻧﺍﺩ ﻢﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﻩﺩﺮﻣ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻥﻮﺘﯾﺎﭘ ﺎﯾﺁ

؟ﻡﺮﯿﮕﺑ ﺩﺎﯾ Back End ﯼﺍﺮﺑ ﺍﺭ PHP ﺎﯾ ﻥﻮﺘﯾﺎﭘ ﺪﯾﺎﺑ ﺎﯾﺁ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﺻﺍ ﯼﺎﻫ ﻩﮊﻭﺮﭘ

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﮔ ﻩﺭﺎﺷﺍ ﮏﯾ ﺎﯾﺁ ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﮔ ﻩﺭﺎﺷﺍ

؟ﺖﺳﺍ ﺎﺿﺎﻘﺗ ﺩﺭﻮﻣ ﺭﺎﯿﺴﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻪﻨﯿﻣﺯ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺍﺮﭼ

ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﯾﺍﺭﺁ ﮏﯾ ﺭﺩ ﻪﺳ ﻩﺯﺍﺪﻧﺍ ﯽﮕﻧﻭﺭﺍﻭ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

LCM ﻩﺩﻭﺪﺤﻣ ﯼﺎﻫﻮﺟ ﻭ ﺱﺮﭘ ﯼﺍﺮﺑ 3 ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻝﺎﺘﯿﺠﯾﺩ ﯽﺑﺎﯾﺭﺍﺯﺎﺑ ﺎﯾ ﻥﻮﺘﯾﺎﭘ - ﺖﺳﺍ ﺮﺘﻬﺑ ﻩﺭﻭﺩ ﻡﺍﺪﮐ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﻄﺧ ﺶﯾﺍﺰﻓﺍ ﻝﺎﺣ ﺭﺩ ﺮﯾﺩﺎﻘﻣ ﺯﺍ ﯼﺍ ﻪﻟﺎﺒﻧﺩ NumPy Arrange ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ BMI ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ ﺏﻭ ﻪﻣﺎﻧﺮﺑ PyWebio ﻭ Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ogive ﻑﺍﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺷﺭﺎﻔﺳ ﻭ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Venn ﯼﺎﻫﺭﺍﺩﻮﻤﻧ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺎﺑ ﻊﺒﻨﻣ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻦﯾﺮﺘﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Checksum ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ :ﺖﻟﺎﺣ ﻦﯾﺮﺘﻬﺑ ﺭﺩ ﺎﻄﺧ ﺺﯿﺨﺸﺗ

ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ 2023 ﻝﺎﺳ ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺪﯾﺎﺑ ﺍﺮﭼ ﻪﮐ ﻞﯿﻟﺩ 7

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯿﻔﻣ ﻪﺘﺷﺭ ﻊﺑﺎﺗ 7

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 8

pygame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺘﯿﺑ 8 ﯼﺯﺎﺑ

Newsapi ﻭ Tkinter ﺎﺑ ﻩﺩﺎﺳ ﯼﺮﺒﺧ ﻪﻣﺎﻧﺮﺑ ﮏﯾ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﯿﺤﻣ ﺮﯿﻐﺘﻣ ﺮﯾﺩﺎﻘﻣ ﻪﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ ﻪﮑﺒﺷ ﻥﺎﻤﻫ ﺭﺩ ﻩﺎﮕﺘﺳﺩ ﮏﯾ ﯼﺎﻫ ﻞﯾﺎﻓ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ DataFrame ﺭﺩ ﺮﺼﻨﻋ ﻦﯾﺮﺧﺁ ﺖﺳﺮﻬﻓ ﻪﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ ﻒﻠﺘﺨﻣ ﯼﺮﯾﻮﺼﺗ ﻭ ﯽﺗﻮﺻ ﯼﺎﻫ ﻞﯾﺎﻓ ﺎﺘﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳ

ﻩﺪﺷ ﺖﻈﻓﺎﺤﻣ ﻭ ﯽﺻﻮﺼﺧ ،ﯽﻣﻮﻤﻋ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺪﻨﻨﮐ ﺡﻼﺻﺍ ﻪﺑ ﯽﺳﺮﺘﺳﺩ

Python Numpy ﺭﺩ ﯼﺪﻌﺑ ﺪﻨﭼ ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﺩﺍﺪﺘﻣﺍ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻪﺑ ﯽﺳﺮﺘﺳﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Mutator ﻭ Accessor ﯼﺎﻫﺪﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﻞﻤﻋ ﯼﺎﻫ ﻩﺮﯿﺠﻧﺯ

Pytorch ﺭﺩ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺍﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻝﻮﺼﺤﻣ ﻝﺎﻌﻓ ﺵﻭﺮﻓ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﺖﺴﯿﻧ ﺮﮕﻠﻤﻋ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻭ =! ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ '==' eq__' VS 'is' VS__' ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()getsizeof ﻭ()__sizeof__ ﺪﺘﻣ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ’append‘ ﻭ ’+‘ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ '&' ﻭ 'and' ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺍﺰﺠﻣ ﻪﺘﺷﺭ ﻭﺩ ﺯﺍ ﺮﺒﺘﻌﻣ ﯽﺒﯿﮐﺮﺗ ﻪﺘﺷﺭ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣ

ﻪﺘﺷﺭ ﺮﻓﺎﺑ ﻥﺩﺮﮐ ﮎﺎﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﮒﺭﺰﺑ ﻑﻭﺮﺣ ﻦﺘﻓﺮﮔ ﻩﺪﯾﺩﺎﻧ ﺎﺑ ﻪﺘﺷﺭ ﻭﺩ ﻪﺴﯾﺎﻘﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﯽﺷ ﮏﯾ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﻪﺘﺷﺭ ﯽﺑﺎﯾ ﻥﻭﺭﺩ ﻥﺩﺍﺩ ﻥﺎﺸﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

.()__eq__ﻭ ﺪﺘﻣ == ﻪﺘﺷﺭ ﻥﺩﺮﮐ ﺰﯾﺎﻤﺘﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﻝﺩﺎﻌﻣ ﺪﮐ ﻦﯿﺷﺎﻣ ﺭﺎﮐﺩﻮﺧ ﺵﺯﻮﻣﺁ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺖﭙﯾﺮﮑﺳﺍ ﺭﺩ ﻪﻈﻓﺎﺣ ﯼﺎﻄﺧ

؟ﻢﯾﺮﯿﮕﺑ ﺮﺳ ﺯﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﻮﮕﭼ ،ﺪﺷﺎﺑ ﻩﺪﺷ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻩﺭﺎﺑﻭﺩ ﻦﯿﺷﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮏﯿﻣﺎﻨﯾﺩﻮﻣﺮﺗ ﻝﻭﺍ ﻥﻮﻧﺎﻗ ﻞﺣ

ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﮏﯾ ﺭﺩ ﺎﻫ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﻡﺎﻤﺗ ﺶﯾﺎﻤﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

'N' ﯼﻭﺎﺴﻣ ﯼﺎﻫ ﺖﻤﺴﻗ ﻪﺑ ﻪﺘﺷﺭ ﮏﯾ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ ﺮﯾﺯ ﻡﺎﻤﺗ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﺯﺍ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺺﺧﺎﺷ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﺯﺍ ﺮﺘﮐﺍﺭﺎﮐ ﻦﺘﻓﺮﮔ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﻪﺘﺷﺭ ﺮﯾﺯ ﺺﺧﺎﺷ ﻥﺩﺭﻭﺁ ﺖﺳﺪﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

String ﺭﺩ ﭻﯿﺋﻮﺳ ﺭﻮﺘﺳﺩ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﮕﯾﺩ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺝﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﺭﺍﺪﻘﻣ ﺎﺑ enum ﯼﻮﺠﺘﺴﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺎﺗﻮﮐ ﻞﯾﺎﻓ ﺎﺑ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ﺖﻟﺎﺣ ﺭﺩ ﻞﯾﺎﻓ ﮏﯾ ﻥﺩﺮﮐ ﺯﺎﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻞﯾﺎﻓ ﻥﺩﺮﮐ ﻩﺎﺗﻮﮐ ﻥﻭﺪﺑ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ﺖﻟﺎﺣ ﺭﺩ ﻞﯾﺎﻓ ﮏﯾ ﻥﺩﺮﮐ ﺯﺎﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮ

ﺹﺎﺧ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﺎﺑ ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻫ ﻪﻠﺻﺎﻓ ﯽﻨﯾﺰﮕﯾﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﻪﻘﻄﻨﻣ ﺖﯾﺮﯾﺪﻣ

harmonic_mean() ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻗﻼﺧﺍ ﮏﻫ

Calorie Mama API ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺬﻏ ﺺﯿﺨﺸﺗ ﻡﻮﯿﻨﻠﺳ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ - ﻮﻠﺟ ﻪﺑ ﻭﺭ ﺭﻮﯾﺍﺭﺩ ﺵﻭﺭ

fromtimestamp() ﺱﻼﮐ ﻊﺑﺎﺗ Datetime.date ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Fun Fact Generator ﺏﻭ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ

BCrypt ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺩﺭﻮﺴﭘ ﻥﺩﺮﮐ ﺶﻫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺵﻭﺭ ﻦﺘﻓﺮﮔ ﻩﺪﯾﺩﺎﻧ ﻭ ﺪﺘﻣ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻞﭘﺎﺗ ﻞﺑﺎﻘﻣ ﺭﺩ ﺖﺴﯿﻟ ﻞﺑﺎﻘﻣ ﺭﺩ ﺖﺳ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻪﺘﺷﺭ ﺯﺍ NumPy ﻪﯾﺍﺭﺁ ﻭﺩ ﺮﺻﺎﻨﻋ ﻪﻧﻼﻗﺎﻋ ﻕﺎﺤﻟﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﺪﻋ ﻉﺍﻮﻧﺍ ﯼﺯﺎﺳ ﻪﯿﺒﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()format ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫﺮﻨﯿﺘﻧﺎﮐ ﯼﺪﻨﺑ ﺐﻟﺎﻗ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺍﺭ NumPy ﻪﯾﺍﺭﺁ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﺑ ﺍﺭ ﯼﺪﻨﺑ ﻪﺘﺳﺩ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻦﺘﻣ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ CSV ﯼﺎﻫ ﻥﻮﺘﺳ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ PDF ﻞﯾﺎﻓ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ CSV ﻞﯾﺎﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Markdown ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ HTML ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ JSON ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ DataFrame ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ PySpark DataFrame ﻪﺑ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ MySQL ﻝﻭﺪﺟ ﯼﺎﻫ ﻒﯾﺩﺭ ﺩﺍﺪﻌﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Matplotlib ﺭﺩ ﮏﯿﺘﺳﺍ ﻝﺪﻨﮐ ﺭﺍﺩﻮﻤﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺒﻧﺎﯿﻣ ﺪﯿﻠﮐ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﺩﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ Salesforce ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﯾﺁ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Matplotlib ﺭﺩ ﻩﺪﺷ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﺭﺍﻮﻧ ﺡﺮﻃ ﮏﯾ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ API weatherstack ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﻮﻫ ﻭ ﺏﺁ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﮑﯿ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻨﻣﺍﺩ ﻥﺩﻮﺑ ﺱﺮﺘﺳﺩ ﺭﺩ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﺴﮐﺍ ﻞﯾﺎﻓ ﻪﺑ CSV ﻞﯾﺎﻓ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮓﻨﻫﺁ ﮏﯾ ﺯﺍ ﻦﺘﻣ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﮏﯾ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻨﻣﺍﺩ ﻡﺎﻧ IP ﻥﺩﺮﮐ ﺍﺪﯿﭘ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻨﻣﺍﺩ ﺕﺎﻋﻼﻃﺍ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺪﯿﺷﺭﻮﺧ ﻉﻮﻠﻃ ﻥﺎﻣﺯ ﻭ ﺏﻭﺮﻏ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮ

ﻥﻮﺘﯾﺎﭘ ﯼﺪﻨﺑ ﻪﺘﺴﺑ - ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﺖﭙﯾﺮﮑﺳﺍ

ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﻪﺘﺴﺑ ﺍﺭ ﻥﺎﻣﺮﻓ ﻂﺧ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﮏﯾ ﻪﻧﻮﮕﭼ

OpenCV ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ RGB ﻭ BGR ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﻞﺼﺘﻣ ﺮﯾﻮﺼﺗ ﮏﯾ ﯼﻭﺭ ﯽﻠﺒﻗ ﻪﻄﻘﻧ ﻪﺑ OpenCV-Python ﺭﺩ ﻢﯿﻘﺘﺴﻣ ﻂﺧ ﮏﯾ ﺎﺑ ﺍﺭ ﺪﯾﺪﺟ ﻪ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺎﻣﺮﻓ ﻂﺧ ﻞﯾﺎﻓ ﻩﺪﻨﻨﮐ ﺩﻮﻠﻧﺍﺩ

Tkinter ﻥﻮﺘﯾﺎﭘ ﺭﺩ Combobox ﺖﺠﯾﻭ

Python ﻭ OpenCV ﺭﺩ ﯽﮕﻧﺭ ﯼﺎﻫﺎﻀﻓ

OpenCV ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﺭﺩ ﮓﻧﺭ ﯽﯾﺎﺳﺎﻨﺷ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ CLI ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﯼﺪﻨﺑ ﻪﺘﺴﺑ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ SQLite ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺯﺍ ﻥﺎﺒﯿﺘﺸﭘ ﻪﺨﺴﻧ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ pptx ﺭﺩ ﻭ ﻢﯾﺯﺎﺴﺑ ﯼﺍ ﻪﻠﯿﻣ ﺭﺍﺩﻮﻤﻧ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﮕﺘﺴﺒﻤﻫ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Plotly ﺭﺩ ﯽﻌﻤﺠﺗ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Pandas DataFrame ﺯﺍ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺯﺍ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﻭﺯ API ﺎﺑ ﻪﺴﻠﺟ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Seaborn ﺭﺩ ﯼﺎﭘ ﺭﺍﺩﻮﻤﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﻮﺤﻣ ﻝﻭﺪﺟ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺎﺗ ﻭ ﻝﻭﮊﺎﻣ ﺕﻭﺎﻔﺗ

ﺲﯾﺮﺗﺎﻣ ﭗﭼ ﺮﻄﻗ ﻉﻮﻤﺠﻣ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺲﯾﺮﺗﺎﻣ ﺖﺳﺍﺭ ﺖﻤﺳ ﺏﺭﻮﻣ ﻉﻮﻤﺠﻣ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﻪﺑ ﺮﺻﺎﻨﻋ ﻥﺩﻭﺰﻓﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮏﯾ ﺯﺍ ﺮﺜﮐﺍﺪﺣ ﻭ ﻞﻗﺍﺪﺣ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﻤﯿﻧ ﻭﺩ ﻪﺑ ﺖﺴﯿﻟ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﺯﺍ ﻪﻋﻮﻤﺠﻣﺮﯾﺯ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﻋﻮﻤﺠﻣ ﻭﺩ ﻥﺩﻮﺑ ﯼﻭﺎﺴﻣ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﯼﻮﺠﺘﺴﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﺯﺍ null ﺭﺍﺪﻘﻣ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻣﺎﮐ ﺎﺑ ﻩﺪﺷ ﺍﺪﺟ ﯼﺎﻫ ﻪﺘﺷﺭ ﻪﺑ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺮﺻﺎﻨﻋ ﯽﻨﯾﺰﮕﯾﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮏﯾ ﺮﺻﺎﻨﻋ ﻥﺪﻧﺎﺧﺮﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﻭﺩ ﻦﯿﺑ ﻥﺭﺎﻘﺘﻣ ﺕﻭﺎﻔﺗ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

Literal ﯼﺮﻨﺸﮑﯾﺩ ﺎﺑ ﯼﺮﻨﺸﮑﯾﺩ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺮﺻﺎﻨﻋ ﻥﺩﻭﺰﻓﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﯼﻮﺠﺘﺴﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﻦﯾﺮﺘﮔﺭﺰﺑ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ null ﺮﯾﺩﺎﻘﻣ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺯﺍ ﺮﺼﻨﻋ ﻦﯾﺮﺧﺁ ﻭ ﻦﯿﻟﻭﺍ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ ﻪﺑ ﺮﺻﺎﻨﻋ ﻥﺩﻭﺰﻓﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﻋﻮﻤﺠﻣ

ﺭﺍﺮﮑﺗ ﮏﯾ ﺭﺩ ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ ﮏﯾ ﯽﻧﺎﯿﻣ ﺮﺼﻨﻋ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺲﮑﻌﻟﺎﺑ ﻭ ﻪﺘﺷﺭ ﻪﺑ ﻪﯾﺍﺭﺁ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﻪﻘﻠﺣ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﯾﺎﺑ ﯽﺘﺧﺭﺩ ﻩﺩﺍﺩ ﺭﺎﺘﺧﺎﺳ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺩﺪﺠﻣ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ ﯼﺎﻫ ﺵﻭﺭ ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ

؟ﻢﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﺍﺭ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﯽﻨﯿﺑﺶﯿﭘ ﺖﻗﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﯽﻠﺤﻣ ﻞﻗﺍﺪﺣ ﺎﺗ ﻢﯿﻨﮐ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻧﺍﻮﺨﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯼﺍﺮﺑ ﺍﺭ PACF ﺭﺍﺩﻮﻤﻧ ﻪﻧﻮﮕﭼ

ﯼﺯﺎﺳ ﻝﺪﻣ ﺭﺩ ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ ﺖﯿﻤﻫﺍ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﮏﯾ ﺖﻗﺩ ﻭ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﺮﯿﺴﻔﺗ

ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺭﺩ ﺐﯾﺍﺮﺿ ﺮﺑ ﺮﯿﺛﺄﺗ

ﻥﻮﯿﺳﺮﮔﺭ ﯽﺳﺪﻨﻫ ﺮﯿﺴﻔﺗ ﮎﺭﺩ

.()contourf ﻭ() meshgrid ﯼﺎﻫﺪﺘﻣ ﮎﺭﺩ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ Split ﻭ Train ﯼﺎﻫﺭﺎﯿﻌﻣ ﮎﺭﺩ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺰﯿﺑ ﻪﯿﻀﻗ

Shattering ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ Points ﻭ VC Dimensions ﺖﺴﯿﭼ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ VIN ﻩﺭﺎﻤﺷ ﺯﺍ ﺕﺎﻋﻼﻃﺍ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ CSV ﺯﺍ SQLite ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺎﻫ ﺖﺴﯿﻟ ﺯﺍ Pandas DataFrame ﮏﯾ

ﻪﮐﻮﺑ ﺭﺩ ﻩﺩﺎﺳ ﻩﺪﻧﺰﻐﻟ ﺭﺍﻮﻧ ﮏﯾ ﺩﺎﺠﯾﺍ

DataFrame PySpark ﮏﯾ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻒﯿﻠﮔ ﺪﻨﭼ ﺎﺑ ﺭﺍﺩﻮﻤﻧ ﮏﯾ Python Bokeh ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Pygame ﺭﺩ ﻝﻭﺮﮑﺳﺍ ﻪﻨﯿﻣﺯ ﺲﭘ ﺩﺎﺠﯾﺍ

Pyqt5 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﯿﺑﺭﻭﺩ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺩﺎﺠﯾﺍ

ﻞﺴﮐﺍ ﯼﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Dataframe ﮏﯾ ﺩﺎﺠﯾﺍ

Python -NLTK ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻠﺻﺍ ﺪﮐ ﺎﺑ ChatBot ﮏﯾ ﺩﺎﺠﯾﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pygame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﺍﺩﺍﺭ ﻦﺸﯿﻤﯿﻧﺍ ﮏﯾ ﺩﺎﺠﯾﺍ

CSV ﯼﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Dataframe ﮏﯾ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺍﺭ ﻮﮕﻨﺟ ﻩﺪﻫﺎﺸﻣ ﺱﻼﮐ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺎﻫﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﺏﻭ ﺮﺼﻨﻋ ﺭﻮﯾﺍﺭﺩ ﺪﺘﻣ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ XML ﺩﺎﻨﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Gator AI ﻭ Python ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﺐﺼﻧ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﯼﺭﺎﻤﻌﻣ :Ansible ﺝﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Brown – Forsythe ﺖﺴﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Chi-Square Good of Fit ﺖﺴﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ F-Test ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﺑﺍﺮﮔ ﺖﺴﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﺪﯾﺮﯿﮕﺑ ﺮﻈﻧ ﺭﺩ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺗﺮﺑ ﻥﻮﺗﺎﮑﻫ 7

Pytorch ﺭﺩ ﺭﻮﺴﻧﺎﺗ ﮏﯾ ﺩﺎﺠﯾﺍ

ﯽﻟﺎﻣ ﺭﺍﺯﺎﺑ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

.(LFU) ﻩﺩﺎﻔﺘﺳﺍ ﻦﯾﺮﺘﻤﮐ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺍﺪﻧﺎﭘ ﺭﺩ ﺭﺍﺩﺮﺑ ﻭ ﯼﺮﺳ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﺭﺩ ﻊﯾﺯﻮﺗ ﻭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫﺭﺍﺩﻮﻤﻧ

؟()residplot ﻭ()regplot()، lmplot ﻦﯿﺑ ﺕﻭﺎﻔﺗ

؟ﺖﺴﯿﭼ()swarmplot ﻭ()stripplot ﻦﯿﺑ ﺕﻭﺎﻔﺗ

؟ﺖﺴﯿﭼ kde ﺭﺍﺩﻮﻤﻧ ﺎﯾ ﯽﻟﺎﮕﭼ ﺭﺍﺩﻮﻤﻧ ﺯﺍ ﻑﺪﻫ

violinplot() ﺎﺑ ﯽﺗﻭﺎﻔﺗ ﻪﭼ boxplot() ؟ﺩﺭﺍﺩ

Pairplot ؟ﺖﺴﯿﭼ ﻩﺩﺍﺩ ﻢﻠﻋ ﺭﺩ

؟ﺩﺭﺍﺩ ﯼﺩﺮﺑﺭﺎﮐ ﻪﭼ ﻭ ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ

؟ﺪﻧﺮﯿﮔ ﯽﻣ ﺭﺍﺮﻗ ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﻮﻣ ﻥﻮﺘﯾﺎﭘ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻒﻠﺘﺨﻣ ﻉﺍﻮﻧﺍ

؟ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻔﻨﻣ ﻭ ﺖﺒﺜﻣ ﯼﺎﻫ ﺺﺧﺎﺷ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ

؟ﻢﯾﺯﺎﺴﺑ ﮓﻧﺯ ﯽﻨﺤﻨﻣ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ ﻪﯿﻟﻭﺍ Scatterplot ﮏﯾ Python-Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺱﻮﮑﻌﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﻟﻮﺑ ﻪﯾﺍﺭﺁ ﮏﯾ ﺮﺻﺎﻨﻋ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺭﺍﺮﮑﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ ﮏﯾ ﻖﯾﺮﻃ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺑﺎﯾ ﻥﺎﮑﻣ ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺮﺻﺎﻨﻋ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺎﻫﺭ Pandas DataFrame ﺯﺍ ﺍﺭ ﺎﻫﻒﯾﺩﺭ ﺯﺍ ﯽﺘﺳﺮﻬﻓ

ﺪﯿﻨﮐ ﺎﻫﺭ ﺍﺭ ﻪﻋﻮﻤﺠﻣ ،ﺪﺷﺎﺑ ﻪﺘﺷﺍﺩ ﺩﻮﺟﻭ MongoDB ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﺒﻗ ﺯﺍ ﺮﮔﺍ

ﺪﯿﻨﮐ ﺎﻫﺭ ﺖﺳﺮﻬﻓ ﯼﺎﻫﺖﯿﻌﻗﻮﻣ ﺎﯾ ﺐﺴﭼﺮﺑ ﯼﺎﻫﻡﺎﻧ ﺎﺑ DataFrame ﺭﺩ ﺍﺭ ﺎﻫﻥ

ﺪﯿﻨﮐ ﺎﻫﺭ PySpark DataFrame ﺭﺩ ﺍﺭ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫﺮﻄﺳ

ﺪﯿﻨﮐ ﺎﻫﺭ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺍﺭ ﯽﻟﺎﺧ ﯼﺎﻫ ﻥﻮﺘﺳ

ﺪﯿﻨﮐ ﺎﻫﺭ PySpark DataFrame ﺯﺍ ﺍﺭ ﻥﻮﺘﺳ ﺪﻨﭼ ﺎﯾ ﮏﯾ

ﺪﯿﻨﮐ ﺎﻫﺭ pyspark ﻩﺩﺍﺩ ﺐﻟﺎﻗ ﺭﺩ ﺍﺭ ﯽﺻﺎﺧ ﺭﺍﺪﻘﻣ ﯼﻭﺎﺣ ﯼﺎﻫﺮﻄﺳ

ﺪﯿﻨﮐ ﺎﻫﺭ ﻥﻮﺘﺳ ﺭﺩ NaN ﺎﯾ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﺮﯾﺩﺎﻘﻣ ﺎﺑ Pandas ﻩﺩﺍﺩ ﺏﺎﻗ ﺯﺍ ﺍﺭ ﯽﯾﺎﻫﺮﻄﺳ

ﺪﯿﻨﮐ ﺎﻫﺭ ﻩﺩﺍﺩ ﺏﻮﭼﺭﺎﭼ ﺯﺍ ﺍﺭ ﺎﻫ ﻒﯾﺩﺭ ،ﻥﻮﺘﺳ ﮏﯾ ﯼﻭﺭ ﺮﺑ ﻩﺪﺷ ﻝﺎﻤﻋﺍ ﺹﺎﺧ ﻂﯾﺍﺮﺷ ﺱﺎﺳﺍ ﺮﺑ

ﺪﯿﻨﮐ ﺎﻫﺭ ﻁﺮﺷ ﺎﺑ PySpark DataFrame ﺭﺩ ﺍﺭ ﺎﻫﺮﻄﺳ

ﻪﯾﺍﺭﺁ ﻭﺩ ﻥﺩﻮﺑ ﯼﻭﺎﺴﻣ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﻭﺩ ﻦﺘﺳﻮﯿﭘ ﻢﻫ ﻪﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﮎﺮﺘﺸﻣ ﻪﯾﺍﺭﺁ ﺮﺻﺎﻨﻋ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﻭﺩ ﻡﺎﻏﺩﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

__call__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ __closure__ ﯽﯾﻭﺩﺎﺟ ﻊﺑﺎﺗ

__exit__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

__file__ (ﺹﺎﺧ ﺮﯿﻐﺘﻣ ﮏﯾ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺐﻟﺎﺟ ﻪﻣﺎﻧﺮﺑ ﺪﻨﭼ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﻪﺘﻓﺮﺸﯿﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﻊﺑﺎﻨﻣ

؟ﺖﺴﯿﭼ ﻑﻮﮐﺭﺎﻣ ﻥﺎﻬﻨﭘ ﯼﺎﻫﻝﺪﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻦﯾﺮﺘﻬﺑ

ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﯼﺯﺮﻣ ﺮﺻﺎﻨﻋ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻥﻮﺘﯾﺎﭘ ﺎﯾ ﯽﺑﻭﺭ :ﺩﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ DevOps ﯼﺍﺮﺑ ﺮﺘﺸﯿﺑ ﮏﯾ ﻡﺍﺪﮐ

ﺖﺳﺮﻬﻓ/ﻪﯾﺍﺭﺁ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﯼﺎﻫﺩﺍﺪﺧﺭ ﻡﺎﻤﺗ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺎﯾ ﻥﻮﺘﯾﺎﭘ ،ﺖﺳﺍ ﺮﺘﻬﺑ ﯼﺯﺎﺑ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﮏﯾ ﻡﺍﺪﮐ

ﻪﯾﺍﺭﺁ ﮏﯾ ﺯﺍ ﯼﺭﺍﺮﮑﺗ ﺮﺻﺎﻨﻋ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﺯﺍ ﺮﺼﻨﻋ ﻦﯿﻟﻭﺍ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﺯﺍ ﺮﺼﻨﻋ ﻦﯾﺮﺧﺁ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﯼﻮﺠﺘﺴﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﻥﻮﺘﺳ ﺮﺳﺍﺮﺳ ﺭﺩ ﯼﺪﻌﺑ ﻭﺩ ﻪﯾﺍﺭﺁ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﺮﺻﺎﻨﻋ ﻥﺪﻧﺎﺧﺮﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

PySpark ﻢﯾﺮﻓﺎﺘﯾﺩ ﺭﺩ ﯽﻧﻭﺮﯿﺑ ﻞﻣﺎﮐ ﻦﺘﺳﻮﯿﭘ

__future__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﻭﮊﺎﻣ

__getitem__ ﻭ __setitem__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

__init__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

__init_subclass__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ __ﺪﯾﺪﺟ__

__subclassscheck__ ﻭ __subclasshook__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ HDF5 ﯼﺎﻫ ﻞﯾﺎﻓ

{{ form.as_p }} - ﺪﯿﻫﺩ ﻪﺋﺍﺭﺍ ﻑﺍﺮﮔﺍﺭﺎﭘ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﻮﮕﻨﺟ ﯼﺎﻫ ﻡﺮﻓ

HandCalcs ﻥﻮﺘﯾﺎﭘ ﻝﻭﮊﺎﻣ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺳﺍ ﯽﻨﯿﻌﻣ ﺩﺪﻋ ﺏﺮﻀﻣ ﻪﮐ ﺍﺭ ﯼﺩﺪﻋ ﺖﯿﻌﻗﻮﻣ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ Pandas ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﻞﺴﮐﺍ ﻪﮔﺮﺑ ﺭﺩ ﺍﺭ ﻥﺎﯾﺯ ﻭ ﺩﻮﺳ

ﺪﯿﺑﺎﯿﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﻞﺴﮐﺍ ﻪﮔﺮﺑ ﺭﺩ ﺍﺭ ﻥﺎﯾﺯ ﻭ ﺩﻮﺳ ﺪﺻﺭﺩ ،ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺎﻫ ﯼﺍ ﻪﻠﻤﺟ ﺪﻨﭼ ﻪﺸﯾﺭ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ BeautifulSoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺎﻫ ﮓﺗ ﺭﺩﺍﺮﺑ ﻭ ﺮﻫﺍﻮﺧ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﻩﺯﺍﺪﻧﺍ

؟ﻢﯾﺯﺎﺴﺑ ﻦﺸﯿﻤﯿﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﮓﻧﺭ ﻦﯾﺪﻨﭼ ﺎﺑ Scatter Plot ﮏﯾ Matplotlib ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﯾﺎﯾﺭﺩ ﯽﮕﺘﺴﺒﻤﻫ ﯽﺗﺭﺍﺮﺣ ﻪﺸﻘﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺭﺍﺬﮔﺭﺎﺑ Pandas Dataframe ﺭﺩ ﺍﺭ TSV ﻞﯾﺎﻓ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﮏﭼﻮﮐ Pandas ﻢﯾﺮﻓﺎﺘﯾﺩ ﺭﺩ ﺍﺭ ﺎﻫ ﻥﻮﺘﺳ ﻡﺎﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ ﻭ ﯼﺮﯿﮔﺭﺎﺑ()loadtxt ﻭ()savetxt ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ 3D Numpy Ar

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ seaborn ﺭﺩ ﯽﺜﻠﺜﻣ ﯽﮕﺘﺴﺒﻤﻫ ﯽﺗﺭﺍﺮﺣ ﻪﺸﻘﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻪﻧﺎﮔﻪﺳ ﯽﻧﺎﺷﻮﭙﻤﻫ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﻋﺍﺰﺘﻧﺍ ﻝﺪﻣ ﺱﻼﮐ ﻮﮕﻨﺟ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ AGE ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ PyWebIO ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﺁ ﻪﺑ Pandas ﺭﺩ ﺍﺭ ﺎﻫ ﻥﻮﺘﺳ ﻭ ﺎﻫ ﻒﯾﺩﺭ ﻭ ﻢﯾﺯﺎﺴﺑ ﯽﻟﺎﺧ DataFrame ﮏﯾ ﻪﻧ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻦﺘﻣ ﯼﺩﻭﺭﻭ ﻪﺒﻌﺟ ﮏﯾ Pygame ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻞﻣﺎﮐ ﻭ ﯽﻟﺎﺧ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﻟﺎﺧ ﻞﮑﺷ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Matplotlib ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺩﻮﺷ ﺍﺮﺟﺍ 3 ﻥﻮﺘﯾﺎﭘ ﻢﻫ ﻭ 2 ﻥﻮﺘﯾﺎﭘ ﯼﻭﺭ ﻢﻫ ﻪﮐ ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺱﻼﮐﺎﺘﻣ ﺯﺍ ﻪﻧﻮﻤﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺮﻨﺑ kivymd-Python ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ ﻦﺸﯿﮑﯿﻠﭘﺍ ﮏﯾ ﻮﮕﻨﺟ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Seaborn ﺭﺩ ﯼﺍ ﻪﻘﻄﻨﻣ ﺭﺍﺩﻮﻤﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ PyGame ﯽﻟﺎﺧ ﻩﺮﺠﻨﭘ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻭ ﺩﺎﺠﯾﺍ ﻝﺎﻨﮕﯿﺳ ﻮﮕﻨﺟ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﮎﺮﺤﺘﻣ ﺭﺎﮕﻧﺏﺎﻬﺷ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﺍﺭ ﻢﯾﺮﻓﺎﺘﯾﺩ ﯼﺎﻫﻒﯾﺩﺭ ﻡﺎﻤﺗ ،ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Boxplot ﺭﺩ ﺍﺭ ﻦﺘﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﺹﺎﺧ ﻝﺎﺳ ﮏﯾ ﯼﺍﺮﺑ ﺍﺭ ﻪﺘﻔﻫ ﯼﺎﻫﺯﻭﺭ ،ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺖﺳﺭﺩ Altair Python Striplot ﺭﺩ Jitter ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺍﺩﻮﻤﻧ ﻞﮑﺷ ﮏﯾ ﯼﻭﺭ ﺮﺑ ﺍﺭ ﻪﻧﺎﺴﻓﺍ ﺖﻧﻮﻓ ﻩﺯﺍﺪﻧﺍ ﻭ ﻪﻧﺎﺴﻓﺍ ﮓﻧﺭ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Matplotlib ﻞﮑﺷ ﮏﯾ ﯼﻭﺭ ﯽﮕﻧﺭ ﺭﺩﺎﮐ ﺎﺑ ﻪﻧﺎﺴﻓﺍ ﮏﯾ ﯽﺘﺳﺩ ﺕﺭﻮﺻ ﻪﺑ ﻪﻧﻮﮕﭼ

؟R ﺎﯾ C++، Python :ﺖﺳﺍ ﺮﺘﻬﺑ ﻡﺍﺪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

؟ﻢﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﻟﺎﺧ ﯼﺎﻫ ﻪﺷﻮﭘ ﻂﻘﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ Seaborn ﺭﺩ ﺖﻨﯾﻮﭘ ﻩﺩﺍﺩ ﺎﺑ ﺍﺭ Violinpot ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻑﺬﺣ csv ﺭﺩ ﺍﺭ ﻒﯾﺩﺭ ﮏﯾ ﻂﻘﻓ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﺎﻫﺍﺪﻧﺎﭘ ﯼﺮﺳ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﻦﯾﺮﺘﺸﯿﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﻥﻮﺘﯾﺎﭘ ﻢﯾﺮﻓﺎﺘﯾﺩ ﮏﯾ ﺭﺩ ﺍﺭ notnull ﯼﺎﻫ ﻥﻮﺘﺳ ﻭ ﺎﻫﺮﻄﺳ ﻪﻧﻮﮕﭼ

؟ﻢﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺑﺎﺛ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺎﻫ ﻒﯾﺩﺭ ﻦﯿﺑ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺭﺩ ﺮﺧﺁ ﻭ ﻝﻭﺍ ﺮﺻﺎﻨﻋ ﻪﻟﺩﺎﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﻥﻮﺘﺳ ﻥﺎﯿﻣ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺭﺩ ﺮﺧﺁ ﻭ ﻝﻭﺍ ﺮﺻﺎﻨﻋ ﻝﺩﺎﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﻒﯾﺮﻌﺗ ﺶﯿﭘ ﺯﺍ ﯼﺎﻫ ﺵﻭﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﯼﺎﻫﺮﻄﻗ ﻪﻟﺩﺎﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎ

ﯼﺪﻌﺑ ﺪﻨﭼ ﻪﯾﺍﺭﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﻭﺩ ﻥﺩﻭﺰﻓﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺪﻌﺑ ﺪﻨﭼ ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﺭﺩ ﺏﺮﺿ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻦﯿﻌﻣ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﻝﺎﻣﺮﻧ ﻭ ﯽﺑﺎﯾﺩﺭ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻊﺑﺎﺗ ﮏﯾ ﻪﺑ ﺲﯾﺮﺗﺎﻣ ﻝﺎﺳﺭﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﻭﺩ ﺏﺮﺿ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﯽﺘﺸﮔﺯﺎﺑ ﯽﻄﺧ ﯼﻮﺠﺘﺴﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﯾﻻﺎﺑ ﺚﻠﺜﻣ ﺲﯾﺮﺗﺎﻣ ﺶﯾﺎﻤﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻩﺪﻨﮐﺍﺮﭘ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﻩﺪﺷ ﻩﺩﺍﺩ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﻦﯿﯿﻌﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣ

ﻪﯾﺍﺭﺁ ﻭﺩ ﺭﺩ ﮎﺮﺘﺸﻣ ﺮﺻﺎﻨﻋ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﯼﻭﺭ ﺭﺍﺮﮑﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﺑ ﺮﺼﻨﻋ ﮏﯾ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺺﺨﺸﻣ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﺎﺑ ﺮﺻﺎﻨﻋ ﻦﺘﺳﻮﯿﭘ ﻭ ﻪﺘﺷﺭ ﮏﯾ ﻪﺑ ﻪﯾﺍﺭﺁ ﮏﯾ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﮕﯾﺩ ﻪﯾﺍﺭﺁ ﻪﺑ ﻪﯾﺍﺭﺁ ﮏﯾ ﻥﺩﺍﺩ ﺭﺎﺸﻓ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﺺﺧﺎﺷ ﺯﺍ ﯽﺼﺨﺸﻣ ﻩﺩﻭﺪﺤﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﯾﺍﺭﺁ ﮏﯾ ﺯﺍ ﻪﯾﺍﺭﺁﺮﯾﺯ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﻪﯾﺍﺭﺁ ﺯﺍ ﻢﺘﯾﺁ ﻦﯿﻟﻭﺍ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﻠﻤﺟ ﮏﯾ ﺭﺩ ﻪﻤﻠﮐ ﻦﯾﺮﺘﮑﭼﻮﮐ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ - ﻮﮕﻨﺟ ﺭﺩ ﯽﻋﺎﻤﺘﺟﺍ ﻢﺘﺴﯿﺳ ﻪﺑ ﺩﻭﺭﻭ + ﻞﯿﻤﯾﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ NRC Lexicon ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﺎﺳﺎﺴﺣﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ PySpark dataframe ﺯﺍ ﺍﺭ ﯽﺻﺎﺧ ﻒﯾﺩﺭ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Beautifulsoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﮓﺗ ﻡﺎﻧ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ Pandas - Python ﺭﺩ ﺍﺭ ﻥﻮﺘﺳ ﻩﺩﺍﺩ ﻉﻮﻧ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺭﺍﺮﻗ ﮏﯾ ﺯﺍ ﺍﺭ ﺯﻭﺭ

؟ﻢﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻞﺴﮐﺍ ﻪﮔﺮﺑ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻪﯾﺍﺭﺁ ﺯﺍ ﺩﺭﺍﻮﻣ ﺩﺍﺪﻌﺗ ﻦﯾﺮﺧﺁ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﺯﺍ ﺩﺭﺍﻮﻣ ﺩﺍﺪﻌﺗ ﻦﯿﻟﻭﺍ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﺯﺍ ﻢﺘﯾﺁ ﻦﯾﺮﺧﺁ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﺯﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﺎﻫ ﻢﺘﯾﺁ ﺩﺍﺪﻌﺗ ﻦﯿﻟﻭﺍ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﺯﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﺎﻫ ﻢﺘﯾﺁ ﺩﺍﺪﻌﺗ ﻦﯾﺮﺧﺁ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﻭﺩ ﺯﺍ ﺰﯾﺎﻤﺘﻣ ﺮﺻﺎﻨﻋ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺢﻄﺴﻣ ﯼﺪﻌﺑ 1 ﻪﯾﺍﺭﺁ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﺺﺨﺸﻣ ﺺﺧﺎﺷ ﺭﺩ ﻪﯾﺍﺭﺁ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﺝﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﺺﺨﺸﻣ ﺺﺧﺎﺷ ﺯﺍ ﻪﯾﺍﺭﺁ ﻪﺑ ﺮﺼﻨﻋ ﻦﯾﺪﻨﭼ ﻥﺩﺮﮐ ﺩﺭﺍﻭ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯾﺍﺭﺁ ﺭﺩ ﻩﺪﺷ ﺺﺨﺸﻣ ﻢﺘﯾﺁ ﺩﺍﺪﺧﺭ ﻦﯿﻟﻭﺍ ﺲﮐﺪﻨﯾﺍ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻠﺧﺍﺩ ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﯾﺍﺭﺁ ﺮﺻﺎﻨﻋ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ءﺎﯿﺷﺍ ﻪﺑ ﺍﺭ "ﻪﺘﺧﺎﻨﺷﺎﻧ ﺖﻣﺮﻓ" ﯼﺎﻫ ﻪﺘﺷﺭ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺩﺎﻌﻣ ﻪﺸﻘﻧ ﮏﯾ ﻪﺑ ﺍﺭ ﻮﺗ ﺭﺩ ﻮﺗ for ﻪﻘﻠﺣ ﮏﯾ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ jpg ﺖﻣﺮﻓ ﻪﺑ ﺍﺭ ﺮﯾﻮﺼﺗ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pillow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Coden ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﺎﺸﻋﺍ ﻭ ﻝﺎﻤﯿﺳﺩﺍﺰﮕﻫ ،ﯼﺮﻨﯾﺎﺑ ﺩﺍﺪﻋﺍ ﻦﯿﺑ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﻮﺘﻧﺎﮐ ﯼﺎﻫﺭﺍﺩﻮﻤﻧ

Python Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﻮﺘﻧﺎﮐ ﺡﺮﻃ

ﺮﯾﻮﺼﺗ ﮏﯾ ﻩﺮﯿﺧﺫ ﻭ ﻥﺪﻧﺍﻮﺧ ﯼﺍﺮﺑ OpenCV Python ﻪﻣﺎﻧﺮﺑ

Top Hat ﻭ Black Hat ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ OpenCV Python ﺪﻧﻮﺷ ﯽﻣ ﻞﯾﺪﺒﺗ

OpenCV Python ﺎﺑ ﺎﻫ ﻝﺎﻧﺎﮐ ﻡﺎﻏﺩﺍ ﻭ ﻢﯿﺴﻘﺗ

ﺖﺳﺍ ﯽﻟﺎﺧ ﺮﯾﻮﺼﺗ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻧﺎﺧﺮﭽﺑ ﻑﺮﻃ ﻭﺩ ﻥﺪﯾﺮﺑ ﻥﻭﺪﺑ ﺍﺭ ﺮﯾﻮﺼﺗ ،OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺎﯿﺳ ﻭ ﺪﯿﻔﺳ ﻁﺎﻘﻧ ﺺﯿﺨﺸﺗ

OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﻭﺎﺴﻣ ﯼﺎﻫ ﺖﻤﺴﻗ ﻪﺑ ﺮﯾﻭﺎﺼﺗ ﻢﯿﺴﻘﺗ

ﻪﻧ ﺎﯾ ﺖﺳﺍ ﺯﺎﺑ OpenCV Python ﺯﺍ ﻦﯿﺑﺭﻭﺩ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺪﯿﻨﮐ ﮏﯿﻠﮐ Python ﻭ OpenCV ﺭﺩ ﺎﻫﺩﺍﺪﯾﻭﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻮﯾﺪﯾﻭ ﯽﺟﻭﺮﺧ ﯼﻭﺭ ﺦﺳﺎﭘ ﯼﻭﺭ

OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫﻮﯾﺪﯾﻭ ﺭﺩ ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﺶﯾﺎﻤﻧ

ﺪﯿﻨﮐ ﺝﺍﺮﺨﺘﺳﺍ ﺍﺭ ءﺎﯿﺷﺍ ﻥﻮﺘﯾﺎﭘ OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻭ ﺪﯿﻨﮐ ﻢﺳﺭ ﯽﻠﯿﻄﺘﺴﻣ ﻞﮑﺷ ﮏﯾ

OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺯﺎﺳﻑﺎﻔﺷ ﻭ ﻩﺎﯿﺳ ﻪﻨﯿﻣﺯﺲﭘ ﻑﺬﺣ

ﺪﯿﺸﮑﺑ ﺮﯾﻮﺼﺗ ﺭﺩ ﻞﯿﻄﺘﺴﻣ ﻦﯾﺪﻨﭼ OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

OpenCV ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﻭﺭ ﺐﯿﻠﺻ ﻥﺪﯿﺸﮐ

ﺪﯿﻨﮐ ﻢﺳﺭ centroid ﺎﺑ ﺚﻠﺜﻣ ﮏﯾ OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

OpenCV Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻮﯾﺪﯾﻭ ﻥﺎﻣﺯ ﺕﺪﻣ ﺖﻓﺎﯾﺭﺩ

OpenCV ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﮏﯾ ﯽﻔﻨﻣ ﻞﯾﺪﺒﺗ

ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ OpenCV ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﻮﯿﮐ ﺭﺩ ﮎﺮﺤﺘﻣ ﺭﻭﺎﻨﺷ ﻦﺸﮐﺍ ﻪﻤﮐﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﯼﺮﻨﺸﮑﯾﺩ ﻥﺩﻭﺰﻓﺍ

ﻝﺎﮕﯿﭘ ﺭﺩ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Kivy - Python ﺭﺩ ﺍﺭ ﯽﺷﺭﺎﻔﺳ ﯼﺎﻫ ﺖﻧﻮﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ kivy ﺖﺠﯾﻭ ﺭﺩ ﺍﺭ ﻥﺪﯿﺸﮐ ﺭﺎﺘﻓﺭ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺪﻋ ﮏﯾ ﻪﺑ ﺍﺭ ﻭﺮﺸﯿﭘ ﯼﺎﻫﺮﻔﺻ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Kivy ﺭﺩ ﺍﺭ Matplotlib ﺭﺍﺩﻮﻤﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Series ﺎﯾ DataFrame ﻪﺑ ﺍﺭ ﺎﺘﯾﺩﺎﺘﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ PyGame ﺭﺩ ﺍﺭ ﮎﺮﺤﺘﻣ ﯼﺎﻫ ﻡﺮﻔﺘﻠﭘ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Pygame ﺭﺩ ﺍﺭ ﯽﻘﯿﺳﻮﻣ ﺶﺨﭘ ﺖﺴﯿﻟ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺩﻮﺟﻮﻣ Pandas DataFrame ﮏﯾ ﺭﺩ ﻒﯾﺩﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﻪﺑ ﺍﺭ ﻪﺒﻟ ﺎﯾ ﯽﻠﮐ ﯼﺎﻤﻧ ﮓﻧﺭ Seaborn ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻩﻭﺮﮔ ﺮﻫ ﯼﺍﺯﺍ ﻪﺑ ﺍﺭ ﻥﻮﯿﺳﺮﮔﺭ ﻂﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Seaborn ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﯽﯾﺎﻣﺮﮔ ﻝﻮﻠﺳ ﯽﺴﯾﻮﻧ ﻪﯿﺷﺎﺣ ﺭﺩ ﺍﺭ ﯽﻨﺘﻣ ،ﻥﻮﺘﯾﺎﭘ ﺭﺩ seaborn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺮﯾﻮﺼﺗ ﯼﻭﺭ ﺍﺭ ﻦﺘﻣ ،ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pillow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﯽﻧﺎﻣﺯ ﺮﻬﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﺴﮐﺍ ﻞﯾﺎﻓ ﻪﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Subplot ﻪﺑ ﺍﺭ ﻥﺍﻮﻨﻋ Matplotlib ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺮﯾﺩﺎﻘﻣ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Matplotlib ﺭﺩ ﺍﺭ ﺭﻮﺤﻣ ﯼﺎﻫ ﺐﺴﭼﺮﺑ ﺖﯿﻌﻗﻮﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ ﺍﺭ Matplotlib ﯽﮕﻧﺭ ﺭﺍﻮﻧ ﮏﯾ ﺖﯿﻌﻗﻮﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﺍﺭ SQLite ﻝﻭﺪﺟ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

Matplotlib ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻟﺰﻟﺯ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﻭ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

Iris ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ K-means ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﻭ ﻢﯿﻤﺼﺗ ﺖﺧﺭﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Matplotlib ﺭﺩ ﺭﺍﺩﻮﻤﻧ ﺭﺍﺩﻮﻤﻧ ﻪﺑ ﺍﺭ ﺎﻫﺮﮕﻧﺎﺸﻧ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﮏﭼﻮﮐ ﻑﻭﺮﺣ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﺯﺍ ﺪﻧﻮﺴﭘ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﺯﺍ ﺪﻧﻮﺸﯿﭘ ﻪﺘﺷﺭ ﺮﯾﺯ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺩﻮﺟﻮﻣ ﻞﯾﺎﻓ ﮏﯾ ﻪﺑ ﻦﺘﻣ ﺎﯾ ﻪﺘﺷﺭ ﮏﯾ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻞﯾﺎﻓ ﺭﺩ ﺩﻮﺟﻮﻣ ﻁﻮﻄﺧ ﺩﺍﺪﻌﺗ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺩﺮﺸﻓ ﻞﯾﺎﻓ ﮏﯾ ﺯﺍ ﺎﻫ ﻞﯾﺎﻓ ﻪﻤﻫ ﭖﺎﭼ ﻭ ﻥﺪﻧﺍﻮﺧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﭗﭼ ﺖﻤﺳ ﺯﺍ ﻪﺘﺷﺭ ﮏﯾ ﺵﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯿﻧﺎﺛ ﻭ ﻪﻘﯿﻗﺩ ﻪﺑ ﻪﯿﻧﺎﺛ ﯽﻠﯿﻣ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﺎﻣﺯ ﺕﺎﺒﺳﺎﺤﻣ ﻥﺩﺍﺩ ﻥﺎﺸﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺩﺭﺍﺩ ﺖﻘﺑﺎﻄﻣ ﻞﯾﺎﻓ ﮏﯾ ﺯﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﻮﮕﻟﺍ ﺎﺑ ﻪﮐ ﯽﯾﺎﻫﻮﮕﻟﺍ ﻡﺎﻤﺗ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧ

ﻪﺘﺷﺭ ﻪﺑ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻪﯾﺍﺭﺁ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺳﺍﺭ ﺖﻤﺳ ﺯﺍ ﻪﺘﺷﺭ ﮏﯾ ﺵﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

GMT ﻪﺑ ﯽﻠﺤﻣ ﻥﺎﻣﺯ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺯﺍ ﯼﺍ ﻪﯾﺍﺭﺁ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

AM-PM ﺐﻟﺎﻗ ﺭﺩ ﻥﺎﻣﺯ ﯼﺪﻨﺑﺐﻟﺎﻗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻑﺮﻃ ﻭﺩ ﺮﻫ ﺯﺍ ﻪﺘﺷﺭ ﮏﯾ ﺵﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﺺﺨﺸﻣ ﺮﺘﮐﺍﺭﺎﮐ ﺎﺑ ﻪﺘﺷﺭ ﯽﻨﯾﺰﮕﯾﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﺯﺍ ﻩﺪﺷ ﺺﺨﺸﻣ ﺮﺘﮐﺍﺭﺎﮐ ﻦﯾﺮﺧﺁ ﻑﺬﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺶﻧﺍﺩ ﺶﻘﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﺎﺧﺭﺎﮐ ﺵﻭﺭ ﯽﺣﺍﺮﻃ ﯼﻮﮕﻟﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻭ ﻊﺑﺎﻨﻣ ﻪﺑ ﯽﺳﺮﺘﺳﺩ

Adam Optimizer ﻮﻠﻓﺭﻮﺴﻨﺗ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Object ﻞﺑﺎﻘﻣ ﺭﺩ NamedTuple ﻞﺑﺎﻘﻣ ﺭﺩ DataClass ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻝﻭﮊﺎﻣ dllist ﺱﻼﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Docopt ﻝﻭﮊﺎﻣ

Pygal ﺭﺩ ﺕﺎﻧﻭﺩ ﺭﺍﺩﻮﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﺎﻧﻭﺩ ﺭﺍﺩﻮﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭﻭﺩ ﻝﻭﮊﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ HTTP ﻖﯾﺮﻃ ﺯﺍ ﻞﯾﺎﻓ ﺩﻮﻠﻧﺍﺩ

ﺪﯿﻨﮐ ﺐﺼﻧ ﻭ ﺩﻮﻠﻧﺍﺩ ﺍﺭ pip ﻪﺨﺴﻧ ﻦﯾﺮﺧﺁ

ﺪﯿﻨﮐ ﯼﺮﯿﮔﺭﺎﺑ Google Drive ﺭﺩ ﺍﺭ ﯼﺰﯿﭼ ﺮﻫ Google Colab ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻡﺍﺮﮔﺎﺘﺴﻨﯾﺍ ﻞﯾﺎﻓﻭﺮﭘ ﺲﮑﻋ ﺩﻮﻠﻧﺍﺩ

PyTube ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ MP3 ﺖﻣﺮﻓ ﺎﺑ ﻮﺋﺪﯾﻭ ﺩﻮﻠﻧﺍﺩ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ XKCD Comics ﺩﻮﻠﻧﺍﺩ

BeautifulSoup ﻭ Requests ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ PDF ﺩﻮﻠﻧﺍﺩ

Selenium Python ﺭﺩ drag_and_drop_by_offset – Action Chains ﺪﺘﻣ

ﺪﯿﺸﮑﺑ ﻦﯿﺷﺎﻣ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Turtle ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﻢﺳﺭ ﻩﺮﯾﺍﺩ ﮏﯾ Python3 ﺭﺩ Arcade ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺝﺍﺮﺨﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻭ ﻪﺤﻔﺻ ﮏﯾ ﺯﺍ ﺍﺭ ﻥﺍﻮﻨﻋ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﯾﺯ ﭖﻮﺳ ﺎﺑ ﻪﺼﺨﺸﻣ ﺭﺍﺪﻘﻣ ﮏﯾ ﺝﺍﺮﺨﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﺘﻣ ﺯﺍ ﺎﻫ ﻥﺎﮑﻣ ﺝﺍﺮﺨﺘﺳﺍ

Cython ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﺩﺭﻮﻣ ﺭﺩ ﯽﻘﯾﺎﻘﺣ

Tkinter ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻖﯾﺎﻘﺣ ﻪﻣﺎﻧﺮﺑ

Pandas DataFrame ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻩﺍﺭ ﻦﯾﺮﺘﻌﯾﺮﺳ

ﻪﺘﺷﺭ ﻥﺯﻭ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺺﺨﺸﻣ ﻩﺩﻭﺪﺤﻣ ﮏﯾ ﺭﺩ 5 ﺏﺮﻀﻣ ﻭ 7 ﺮﺑ ﺮﯾﺬﭘ ﺶﺨﺑ ﺩﺍﺪﻋﺍ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ve+ ﻭ ﺝﻭﺯ ve+ ،ﯽﻔﻨﻣ ﺩﺍﺪﻋﺍ ﻉﻮﻤﺠﻣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﮓﻧﺍﺮﺘﺴﻣﺭﺁ ﺩﺍﺪﻋﺍ N ﻉﻮﻤﺠﻣ ﻥﺩﺭﻭﺁ ﺖﺳﺪﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺕﺎﻤﻠﮐ ﻪﻤﻫ ﻥﺎﯾﺎﭘ ﻭ ﻉﻭﺮﺷ ﯼﺎﻫ ﺺﺧﺎﺷ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﻭﺩ ﺯﺍ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﻁﻮﻄﺧ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺖﺒﺜﻣ ﺩﺍﺪﻋﺍ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﺧﺁ ﻭ ﻝﻭﺍ ﻢﻗﺭ ﻉﻮﻤﺠﻣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺭﺩ ﺞﯾﺍﺭ ﺮﺻﺎﻨﻋ ﺲﻧﺎﮐﺮﻓ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻪﺒﺣﺎﺼﻣ ﺕﻻﺍﻮﺳ ﻭ OOP ﯼﺪﯿﻠﮐ ﻢﯿﻫﺎﻔﻣ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺯ

ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﺭﺩ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺕﺎﻤﻠﮐ ﺩﺍﺪﻌﺗ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻞﺴﮐﺍ ﺭﺩ ﺍﺭ ﻪﻤﻠﮐ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻮﯿﻌﻣ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻂﯾﺍﺮﺷ ﺱﺎﺳﺍ ﺮﺑ ﺎﻫ ﻥﻮﺘﺳ ﺭﺩ ﺮﯾﺩﺎﻘﻣ ﯽﻨﯾﺰﮕﯾﺎﺟ ﻩﻮﺤﻧ

{{ form.as_table }} - ﻡﺮﻓﻪﺑ ﺍﺭ ﻮﮕﻨﺟ ﯼﺎﻫﺪﯿﻫﺩ ﻪﺋﺍﺭﺍ ﻝﻭﺪﺟ ﺕﺭﻮﺻ

{{ form.as_ul }} - ﻡﺮﻓﻪﺑ ﺍﺭ ﻮﮕﻨﺟ ﯼﺎﻫﺪﯿﻫﺩ ﻪﺋﺍﺭﺍ ﺖﺳﺮﻬﻓ ﻥﺍﻮﻨﻋ

؟ﻢﯿﻨﮐ ﻪﯿﻬﺗ ﻥﺎﺒﯿﺘﺸﭘ ﻪﺨﺴﻧ MySQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺮﯿﮕﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺍﺭ DataFrame ﺯﺍ Column-Slices ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﻪﻤﺗﺎﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﺍﺮﺟﺍ ﻝﺎﺣ ﺭﺩ ﺪﻨﯾﺁﺮﻓ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺶﯾﺎﻣﺯﺁ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﭗﯾﺎﺗ ﺖﻋﺮﺳ ﻪﻧﻮﮕﭼ

Django Rest Framework ﺎﺑ Throttle API ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﯽﺑﺎﯾﺩﺭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ (ﯽﻠﻠﻤﻟﺍ ﻦﯿﺑ ﯽﯾﺎﻀﻓ ﻩﺎﮕﺘﺴﯾﺍ) ISS ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﻞﮑﺷ ﺮﯿﯿﻐﺗ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ ﯼﺮﺳ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺑﺎﯾﺯﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﯾﺍﺭﺁ ﮏﯾ ﻥﻮﺘﺳ ﺎﯾ ﻒﯾﺩﺭ ﻞﮐ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺱﺎﯿﻘﻣ ﻭ ﻢﯿﻧﺎﺧﺮﭽﺑ ﺍﺭ ﺮﯾﻭﺎﺼﺗ PyGame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻧﺎﺧﺮﭽﺑ ﺍﺭ X ﺐﺴﭼﺮﺑ Pygal ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﺍﺭ ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ ﯼﺮﮕﯾﺩ ﺯﺍ ﺲﭘ ﯽﮑﯾ ﻪﺷﻮﭘ ﮏﯾ ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻞﯾﺎﻓ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ Ngrok ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﯾﻼﻧﺁ ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ Python Flask ﻦﺸﯿﮑﯿﻠﭘﺍ ﻪﻧﻮﮕﭼ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﻞﺑﺎﻘﻣ ﺭﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

؟ﺩﺮﮐ ﻩﺮﯿﺧﺫ gzip/zip ﻞﯾﺎﻓ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ Pandas Dataframe ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﯼﻮﻐﻟ ﺮﻈﻧ ﺯﺍ ﻪﺘﺷﺭ ﻭﺩ ﻪﺴﯾﺎﻘﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻦﯿﻌﻣ ﺺﺧﺎﺷ ﮏﯾ ﺭﺩ ﺪﮑﯿﻧﻮﯾ ﺪﮐ ﻪﻄﻘﻧ ﻦﯿﯿﻌﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

regex ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻤﻠﮐ ﺮﻫ ﻝﻭﺍ ﻑﺮﺣ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﯼﺎﻫﮏﯿﻨﮑﺗ

ﺹﺎﺧ ﺺﺧﺎﺷ ﮏﯾ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﯽﻨﯾﺰﮕﯾﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻋﺮﻓ ﻪﺘﺷﺭ ﯼﺩﺍﺪﻌﺗ ﻪﺑ ﻪﺘﺷﺭ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺍﺭ S ﻢﺘﯾﺭﻮﮕﻟﺍ

؟ﻢﯿﻨﮐ ﺮﻘﺘﺴﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻝﺪﻣ TensorFlow ﺲﯾﻭﺮﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﺮﺘﺴﮔ NLP ﺭﺩ ﻦﺘﻣ ﺵﺯﺍﺩﺮﭘ ﺭﺩ ﺍﺭ ﺕﺎﺿﺎﺒﻘﻧﺍ ﻪﻧﻮﮕﭼ

KerasClassifier ﻭ GridSearchCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﻢﯿﻈﻨﺗ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﺎﻨﯿﺑ ﻢﮐ ﺩﺍﺮﻓﺍ ﯼﺍﺮﺑ ﺎﭽﭙﮐ ﻦﯾﺰﮕﯾﺎﺟ ﮏﯾ ﺖﺧﺎﺳ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺶﺷﻮﭘ ﯼﺎﻄﺧ - MultiLabel ﯼﺪﻨﺑ ﻪﺒﺗﺭ ﯼﺎﻫﺭﺎﯿﻌﻣ

ﻪﺘﺷﺭ ﮏﯾ ﺖﺳﺍﺭ ﻭ ﭗﭼ ﺶﺧﺮﭼ ﺮﯿﯿﻐﺗ ﯼﺍﺮﺑ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻥﺪﻧﺎﺳﺭ ﻞﻗﺍﺪﺣ ﻪﺑ ﯼﺍﺮﺑ Python3 ﻪﻣﺎﻧﺮ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﺒﺗﺭ ﺖﻓﺍ - MultiLabel ﯼﺪﻨﺑ ﻪﺒﺗﺭ ﯼﺎﻫﺭﺎﯿﻌﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺐﺴﭼﺮﺑ ﯼﺪﻨﺑ ﻪﺒﺗﺭ ﻂﺳﻮﺘﻣ ﺖﻗﺩ - ﯽﺒﺴﭼﺮﺑ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﺒﺗﺭ ﯼﺎﻫﺭﺎﯿﻌﻣ

3999 ﺎﺗ 1 ﻦﯿﺑ ﯼﺭﺎﺸﻋﺍ ﻍﻭﺭﺩ ﻪﺑ ﯽﻣﻭﺭ ﺩﺍﺪﻋﺍ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﺎﺗﺩﻮﺧ atoi ﻦﺘﺷﻮﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

NLP ﺭﺩ Snowball Stemmer ﮎﺭﺩ

NLP ﺭﺩ ﻪﻤﻠﮐ ﯼﺯﺎﺳﺎﺟ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ AppJar ﻝﻭﮊﺎﻣ

Heatmap ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺐﺗﺍﺮﻣ ﻪﻠﺴﻠﺳ ﺎﺑ Seaborn Clustermap

ﺎﯾﺭﺩ ﺭﺩ ﺭﻮﺘﮐﺎﻓ ﺕﻼﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﺕﺮﮐ ﻉﺍﻮﻧﺍ ﻢﯿﺳﺮﺗ

ﯼﻭﺎﺴﻣ ﯼﺮﻨﺸﮑﯾﺩ K ﻪﺑ ﻥﺁ ﯼﺎﻫﺪﯿﻠﮐ ﻭ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺸﭘ ﮎﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺍ ﻪﻠﯿﻣ ﺭﺍﺩﻮﻤﻧ ﻢﺳﺭ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺲﻧﺎﮐﺮﻓ ﻥﺩﺮﮐ ﺮﺑﺍﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

JSON ﺦﺳﺎﭘ ﺯﺍ ﺭﺍﺪﻘﻣ ﮏﯾ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﺷﺭﺎﻔﺳ ﺮﯾﺩﺎﻘﻣ ﯼﺍﺮﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺎﻫ ﻢﺘﯾﺁ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﯽﻋﺮﻓ ﻪﺘﺷﺭ ﺎﺑ ﺭﺍﺪﻘﻣ-ﺪﯿﻠﮐ ﯼﺎﻫ ﺖﻔﺟ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺶﻣ ﻖﯿﺒﻄﺗ ﯼﺎﻫ ﻪﺘﺷﺭ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﻦﯾﺮﺘﮔﺭﺰﺑ ﺯﺍ ﺪﯿﻠﮐ N ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﯾﺎﺒﻔﻟﺍ ﺮﯿﻏ ﺮﺘﮐﺍﺭﺎﮐ ﻦﯿﻟﻭﺍ ﺎﺗ ﻪﺘﺷﺭ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

HTML ﯼﺎﻫ ﮓﺗ ﻦﯿﺑ ﺎﻫ ﻪﺘﺷﺭ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ T-Test ﻪﻧﻮﻤﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﻧﻮﻤﻧ ﻭﺩ ﯽﺗ ﻥﻮﻣﺯﺁ ﮏﯾ ﻪﻧﻮﮕﭼ

N-gram ﺎﺑ ﻝﺎﺜﻣ _ﺪﻨﺘﺴﻫ ﻪﭼ _NLP ﻥﺎﺑﺯ ﯼﺎﻫ ﻝﺪﻣ

NLP ﺭﺩ ﺕﺎﻣﺎﻬﺑﺍ ﻉﺍﻮﻧﺍ

Python: ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ Tkinter ﻑﺍﺮﻃﺍ ﺭﺩ ﻪﯿﺷﺎﺣ ﮏﯾ OptionMenu ؟ﻢﯿﻫﺩ ﺭﺍﺮﻗ

؟ﻢﯿﻨﮐ ﺯﻭﺭ ﻪﺑ ﻪﻘﻠﺣ ﮏﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ tkinter ﯼﺎﻫ ﺐﺴﭼﺮﺑ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ

؟ﺩﺮﮐ ﻉﻮﻨﻤﻣ Pandas DataFrame ﮏﯾ ﺭﺩ ﺍﺭ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫ ﺐﺴﭼﺮﺑ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻒﻗﻮﺘﻣ Python Tkinter ﺭﺩ ﺍﺭ ﺩﺍﺪﯾﻭﺭ ﺭﺎﺸﺘﻧﺍ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻡﻭﺩ ﺖﺳﺩ ﯼﺎﻫﻭﺭﺩﻮﺧ ﺵﻭﺮﻓ ﺖﻤﯿﻗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

Plotly Express ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮎﺮﺤﺘﻣ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ pyspeedtest ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﻧﺮﺘﻨﯾﺍ ﺖﻋﺮﺳ ﺖﺴﺗ ﺭﺍﺰﻓﺍ ﻡﺮﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺘﺴﭘ ﺪﮐ ﺯﺍ ﺱﺭﺩﺁ ﺕﺎﯿﺋﺰﺟ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﯼﺍ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ Pandas ﺭﺩ ﻥﻮﺘﺳ ﺮﻫ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ

ﯽﻠﻌﻓ ﻥﺎﻣﺯ-ﺦﯾﺭﺎﺗ ﻪﻧﺎﮔﺍﺪﺟ ﯼﺍﺰﺟﺍ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﺭﻮﺸﮐ ﺐﻟﺎﻗ ﺭﺩ ﺦﯾﺭﺎﺗ ﺶﯾﺎﻤﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯿﻫﺩ ﻥﺎﺸﻧ ﺍﺭ ﺎﻫ ﺵﺯﺭﺍ Seaborn Barplot ﺭﺩ ﻪﻧﻮﮕﭼ

ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ CSV ﻞﯾﺎﻓ ﻥﺪﻧﺍﻮﺧ ﻡﺎﮕﻨﻫ ﺎﻫ ﻒﯾﺩﺭ ﺯﺍ ﺵﺮﭘ ﻩﻮﺤﻧ

؟ﻢﯿﻫﺩ ﺵﺮﺑ Pytorch ﺭﺩ ﺍﺭ ﯼﺪﻌﺑ ﻪﺳ ﺭﻮﺴﻧﺎﺗ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ ﺍﺭ ﺎﯾﺭﺩ ﺭﺍﺩﻮﻤﻧ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ ﺍﺭ ﯽﻄﯿﺤﻣ ﺮﯿﻐﺘﻣ ﻪﺑ ﺍﺪﻧﻮﮐﺎﻧﺁ ﺮﯿﺴﻣ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺺﺨﺸﻣ Pandas – Python ﺭﺩ ﺮﺧﺁ ﻥﻮﺘﺳ ﻭﺩ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ

ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ Pandas ﺭﺩ ﻥﻮﺘﺳ ﺮﻫ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﻞﻗﺍﺪﺣ

ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﻟﺎﺣ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ Pandas Dataframe ﺭﺩ ﺍﺭ NaN ﺮﯾﺩﺎﻘﻣ

ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ Pandas Dataframe ﺭﺩ ﺍﺭ ﻩﺎﯿﺳ ﺖﺒﺜﻣ ﺮﯾﺩﺎﻘﻣ ﻭ ﺰﻣﺮﻗ ﯽﻔﻨﻣ ﺮﯾﺩﺎﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﺶﺸﮐ ﻭ ﻢﯿﺳﺮﺗ

؟ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﻒﯾﺩﺭ ﺖﺳﺮﻬﻓ ﺎﯾ ﻥﻮﺘﺳ ﻡﺎﻧ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ Pandas DataFrame ﮏﯾ ﻪﻧﻮﮕﭼ

graph_objects ﺱﻼﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Plotly ﺭﺩ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻭ OpenCV ﺎﺑ ﯽﻠﮐ ﻮﺗﺭﺩﻮﺗ ﻪﺒﻟ ﺺﯿﺨﺸﺗ

homogeneity_score ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ sklearn ﻥﻮﺘﯾﺎﭘ ﺭﺩ

Boxplots ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻁﺎﻘﻧ ﺎﺑ ﯽﻘﻓﺍ Seaborn ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Altair ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﺘﯿﺟ ﺎﺑ ﯽﻘﻓﺍ ﺕﻮﻠﭙﯾﺮﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﺎﺧ ﺖﻤﯿﻗ ﯽﻨﯿﺑ ﺶﯿﭘ

ﺪﯾﺭﺍﺩ ﻪﮕﻧ Python-Plotly ﺭﺩ ﺍﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻭ ﻦﺘﻣ

؟ﺪﻧﻮﺷ ﯽﻣ ﻩﺮﯿﺧﺫ (Heap ﺎﯾ Stack) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﯿﻐﺘﻣ ﻪﻧﻮﮕﭼ

Autoencoders ؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ

؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ Python PyTorch ﺭﺩ "View" ﺵﻭﺭ

؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ functools cmp_to_key ﻊﺑﺎﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯾﺬﭘﺭﺍﺮﮑﺗ ﻭ ﻥﺎﻣﺰﻤﻫﺎﻧ ﯼﺎﻫ ﻩﺪﻨﻨﮐ ﺭﺍﺮﮑﺗ

؟ﺪﯿﻨﮐ ﯽﻣ ﺏﺎﺨﺘﻧﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻊﺑﺎﺗ ﻡﺎﻧ ﻪﻧﻮﮕﭼ

ﯼﺭﺎﺘﺧﺎﺳ ﭗﯾﺎﺗﺮﯾﺯ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻞﮑﺗﻭﺮﭘ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺯﺎﺑ ﻊﺒﻨﻣ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺯﺍ :ﻦﺘﻓﺮﮔ ﺵﻮﻏﺁ ﺭﺩ ﺕﺭﻮﺻ ﯼﺎﻫﺭﻮﺗﺎﻣﺭﻮﻔﺴ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ ﺏﺎﺘﮐ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ SQLite ﺎﺑ ﺭﺎﮐ ﻩﻮﺤﻧ

ﻢﺴﺠﺗ ﻭ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ - ﻢﯿﻨﮐ ﻉﻭﺮﺷ Matplotlib ﺎﺑ ﻪﻧﻮﮕﭼ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻩﺩﺎﺳ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ zip() Python ﻊﺑﺎﺗ

ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺋﺰﺟ ﻊﺑﺍﻮﺗ

NumPy ﺎﺑ ﻩﮋﯾﻭ ﯼﺎﻫﺭﺍﺩﺮﺑ ﻭ ﻩﮋﯾﻭ ﺮﯾﺩﺎﻘﻣ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﯼﺎﻫﺎﻨﺜﺘﺳﺍ (ﺍﺮﭼ ﻭ) ﻪﻧﻮﮕﭼ

7 REPL ﻥﻮﺘﯾﺎﭘ ﻥﺎﮕﯾﺍﺭ ﻦﯾﻼﻧﺁ

NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮎﺮﺤﺘﻣ ﻦﯿﮕﻧﺎﯿﻣ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﮏﯿﻠﮐ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ

ﯼﻮﻗ ﻪﻧﺎﺧ ﺖﻤﯿﻗ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﻦﺘﺧﺎﺳ :CatBoost ﺕﺎﻣﻭﺰﻠﻣ

ﺪﺑﺎﯾ ﻂﻠﺴﺗ 2024 ﻝﺎﺳ ﺭﺩ ﺪﯾﺎﺑ ﯼﺪﺘﺒﻣ ﺮﻫ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺎﮕﯾﺍﺭ ﺭﺍﺰﺑﺍ 7

ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻓﺮﺣ ﯼﺍﺮﺑ ﻩﺍﺭ ﻪﺸﻘﻧ

ﺎﻤﺷ ﻩﺩﺍﺩ ﻢﻠﻋ ﻩﮊﻭﺮﭘ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ

ﺖﺳﺍ ﺯﺎﯿﻧ ﻥﺁ ﻪﺑ ﺍﺮﭼ :ﻝﻭﺍ ﺖﻤﺴﻗ RAG ﮎﺭﺩ

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﺮﻫ ﻪﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ 7

ﯼﺮﺒﯾﺎﺳ ﺖﯿﻨﻣﺍ ﺕﺍﺪﯾﺪﻬﺗ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ :ﻥﻮﻧﺎﮐ ﺭﺩ ﻊﯾﺎﻨﺻ

GOSS ﻭ GBDT ﺎﺑ ﻪﻧﻼﻗﺎﻋ ﺪﺷﺭ :LightGBM ﺵﻭﺎﮐ

ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﻮﯿﻟﻮﻔﺗﺭﻮﭘ ﺖﯾﻮﻘﺗ ﯼﺍﺮﺑ LLM ﻩﮊﻭﺮﭘ 7

k-Fold Cross-Validation ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ k-Fold Cross-Validation ﺭﺍﺮﮑﺗ

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ XGBoost ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻪﻘﺒﻃ ﺪﻨﭼ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Seaborn ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﯽﺗﺎﺒﺳﺎﺤﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﯾﺮﻈﻧ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺍﺮﺑ ﻢﯿﻤﺼﺗ ﺢﻄﺳ ﮏﯾ

؟ﻡﺮﯿﮔﯽﻣ ﯽﺗﻭﺎﻔﺘﻣ ﺞﯾﺎﺘﻧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺭﺎﺑ ﺮﻫ ﺍﺮﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺲﻧﺎﯾﺭﺍﻭ ﺽﺭﺎﻌﺗ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﺰﻤﯾﺍ ﻦﮑﺴﻣ ﺭﺩ ﻩﺪﺸﻤﮔ ﯼﺎﻫ ﺵﺯﺭﺍ ﻢﺴﺠﺗ :ﯽﺋﺮﻣﺎﻧ ﯼﺎﺸﻓﺍ

ﺰﻤﯾﺍ ﻦﮑﺴﻣ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﯽﻔﯿﺻﻮﺗ ﺭﺎﻣﺁ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ :ﺎﻫ ﻩﺩﺍﺩ ﯽﯾﺎﺸﮔﺰﻣﺭ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺰﻤﯾﺍ ﻪﻧﺎﺧ ﺖﻤﯿﻗ ﻢﺴﺠﺗ :ﻪﺸﻘﻧ ﺎﺗ ﻩﺩﺍﺩ ﺯﺍ

Ames ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺮﮐ ﺩﺭﺍﻭ ﻭ ﺎﻫﺮﯿﻐﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ،ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺵﻭﺎﮐ

ﺰﻤﯾﺍ ﻦﮑﺴﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﯽﯾﺎﻫ ﺱﺭﺩ :101 ﻂﺑﺍﻭﺭ ﯽﮔﮋﯾﻭ

ﺰﻤﯾﺍ ﻦﮑﺴﻣ ﺭﺍﺯﺎﺑ ﺭﺩ ﻪﯿﺿﺮﻓ ﺩﺎﺠﯾﺍ ﻭ ﻢﺴﺠﺗ ﯼﺍﺮﺑ ﺖﻔﺟ ﯼﺎﻫ ﺡﺮﻃ ﺮﺑ ﻂﻠﺴﺗ

ﺪﻨﮐ ﯽﻣ ﻦﺷﻭﺭ ﺍﺭ ﺰﻤﯾﺍ ﺕﻼﻐﺘﺴﻣ ﻭ ﮎﻼﻣﺍ ﺭﺍﺯﺎﺑ ﻥﺎﻨﯿﻤﻃﺍ ﻞﺻﺍﻮﻓ ﻪﻧﻮﮕﭼ :ﯽﻃﺎﺒﻨﺘﺳﺍ ﺶﻨﯿﺑ

ﺰﻤﯾﺍ ﻦﮑﺴﻣ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﻪﯿﺿﺮﻓ ﺶﯾﺎﻣﺯﺁ ﻪﺑ ﻪﺟﺮﯿﺷ :ﺕﻼﻐﺘﺴﻣ ﻭ ﮎﻼﻣﺍ ﺭﺩ ﺶﯾﺎﻣﺯﺁ ﺕﺎﯿﺿﺮﻓ

XGBoost ﺎﺑ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺎﻫ ﺶﻟﺎﭼ ﺶﯾﺎﻤﯿﭘ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 5

ﻦﮑﺴﻣ ﺖﻤﯿﻗ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﮔﮋﯾﻭ ﯽﻟﺍﻮﺘﻣ ﺮﮕﺑﺎﺨﺘﻧﺍ ﺯﺍ ﮏﯾﮋﺗﺍﺮﺘﺳﺍ ﻩﺩﺎﻔﺘﺳﺍ

LlamaIndex ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺩﺎﺳ RAG ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻦﺘﺧﺎﺳ

ﺪﻨﮐ ﯽﻣ ﯽﯾﺎﺸﮔﺰﻣﺭ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﯿﻫﺎﻔﻣ ﻪﮐ ﻥﺎﮕﯾﺍﺭ ﺖﺴﮐﺩﺎﭘ 5

ﺪﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﺁ ﺯﺍ ﺪﯾﺎﺑ ML ﯼﺪﺘﺒﻣ ﺮﻫ ﻪﮐ ﯽﻧﺎﮕﯾﺍﺭ ﯼﺎﻫﺭﺍﺰﺑﺍ

ﯼﺩﺪﻋ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﮏﯾ ﺭﺩ ﻦﯾﺮﯿﺷ ﻪﻄﻘﻧ ﯼﻮﺠﺘﺴﺟ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ TensorFlow ﻭ Scikit-Learn ﻪﺴﯾﺎﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺏﺎﺴﺘﻧﺍ ﯼﺎﻫ ﮏﯿﻨﮑﺗ ﯼﺍﺮﺑ ﯼﺍ ﻪﺴﯾﺎﻘﻣ ﯼﺎﻤﻨﻫﺍﺭ :ﺎﻫ ﻑﺎﮑﺷ ﻥﺩﺮﮐ ﺮﭘ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﯽﻠﻤﻋ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﻼﮑﺸﻣ

ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻊﺑﺎﻨﻣ ﻦﯾﺮﺘﻬﺑ

ﺪﻧﻮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﺍﻭ ﺪﻨﻧﺍﻮﺗ ﯽﻣ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯾﻮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﺍﻭ ﺍﺮﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺯﻮﻣﺁﺩﻮﺧ ﯼﺎﻤﻨﻫﺍﺭ

ﺩﺭﺍﺩ ﺖﯿﻤﻫﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺖﺳﺍ ﺏﺍﺬﺟ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺖﺳﺍ ﺏﻮﺒﺤﻣ ﺮﺿﺎﺣ ﻝﺎﺣ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺪﻧﻮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﺍﻭ ﺪﯾﺎﺑ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

؟ﺩﺮﯿﮔ ﯽﻣ ﺭﺍﺮﻗ ﺎﺠﮐ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﯼﺯﺎﺳ ﻝﺪﻣ ﻭ ﯼﺮﯿﮔﺩﺎﯾ ،ﺎﻫ ﻩﺩﺍﺩ

ﻢﯿﻨﮐ ﻒﯾﺮﻌﺗ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻞﮑﺸﻣ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻩﺩﺎﻣﺁ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

ﺪﯿﺸﺨﺑ ﺩﻮﺒﻬﺑ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺞﯾﺎﺘﻧ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﺭﺩ ﺕﺮﭘ ﻁﺎﻘﻧ ﯽﯾﺎﺳﺎﻨﺷ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺞﯾﺎﺘﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺯﻮﻣﺁﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ 4

؟ﺖﺴﯿﭼ KDD ﻭ ﯼﻭﺎﮐ ﻩﺩﺍﺩ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

ﻢﺷﺎﺒﻧ ﺏﻮﺧ ﺕﺎﯿﺿﺎﯾﺭ ﺭﺩ ﺮﮔﺍ ﺩﻮﺷ ﯽﻣ ﻪﭼ

ﯽﭼ ﻢﺷﺎﺑ ﻪﺘﺷﺍﺪﻧ ﮎﺭﺪﻣ ﻪﮔﺍ

ﺩﻮﺷ ﯽﻣ ﻪﭼ ﻢﺷﺎﺒﻧ ﯽﺑﻮﺧ ﺲﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺮﮔﺍ

ﺖﺳﺍ ﯼﺭﻻﺎﺳ ﻪﺘﺴﯾﺎﺷ ﮏﯾ ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﯼﺩﺮﺑﺭﺎﮐ ﺏﺎﺘﮐ 6

ﺪﻧﻮﺷ ﯽﻣ ﺐﮑﺗﺮﻣ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﻡﺎﮕﻨﻫ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻪﮐ ﯽﻫﺎﺒﺘﺷﺍ 5

ﺪﯾﺮﺒﺑ ﺍﺭ ﻩﺮﻬﺑ ﻦﯾﺮﺘﺸﯿﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺭﻭﺩ ﻭ ﺎﻫ ﺏﺎﺘﮐ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﺪﯿﺷﺎﺑ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻞﺋﺎﺴﻣ ﺭﺩ ﯼﺍﻪﻄﻘﻧ ﯽﺳﺭﺮﺑ ﯼﺎﻫﻢﺘﯾﺭﻮﮕﻟﺍ ﺪﯾﺎﺑ ﺍﺮﭼ

ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺪﻨﯾﺁﺮﻓ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ Weka ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻦﯿﻟﻭﺍ ﻪﻧﻮﮕﭼ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﻡﺎﮕﻨﻫ ﺐﺳﺎﻨﻣ ﺖﺴﺗ ﯼﺎﻫ ﻪﻨﯾﺰﮔ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﻭ ﯽﺣﺍﺮﻃ Weka ﺭﺩ ﺍﺭ ﺩﻮﺧ ﺶﯾﺎﻣﺯﺁ ﻦﯿﻟﻭﺍ

ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻞﮑﺸﻣ ﯼﺍﺮﺑ ﻒﯿﺜﮐ ﻭ ﻊﯾﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ ﯼﺮﺘﻬﺑ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ Weka ﺭﺩ Blending ﻭ Boosting، Bagging ﯼﺎﻫ ﻩﻭﺮﮔ ﺎﺑ

ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻡﺎﮔ-4

ﺖﺳﺍ ﯼﺪﺑ ﻩﺪﯾﺍ ﯽﺷﺯﻮﻣﺁ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﻭﺭ ﺶﯾﺎﻣﺯﺁ ﺍﺮﭼ ﻪﮑﻨﯾﺍ ﺎﯾ ،ﺪﺣ ﺯﺍ ﺶﯿﺑ ﻖﯿﺒﻄﺗ ﯼﺍﺮﺑ ﻩﺩﺎ

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﻼﮑﺸﻣ ﻖﯾﺮﻃ ﺯﺍ ﺭﺎﮐ ﯼﻮﮕﻟﺍ

ﻢﻨﮐ ﺏﺎﻨﺘﺟﺍ ﻥﺁ ﺯﺍ ﻪﻧﻮﮕﭼ ﻭ ﻡﺪﺷ ﺐﮑﺗﺮﻣ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﻡﺎﮕﻨﻫ ﻪﮐ ﯽﻫﺎﺒﺘﺷﺍ ﻦﯾﺮﺘﮔﺭ

ﻦﯾﺮﻤﺗ ﻥﺎﻣﺯ ﺶﻫﺎﮐ ﻭ ﺖﻗﺩ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ

Project Spotlight: Stack Exchange Clustering ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Mahout ﺎﺑ Konstanti

ﻦﻤﺠﻧﺍ ﻦﯿﻧﺍﻮﻗ ﺵﺯﻮﻣﺁ ﺎﺑ ﺭﺍﺯﺎﺑ ﺪﺒﺳ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

Project Spotlight: ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺍﺪﯾﻭﺭ ﻪﯿﺻﻮﺗ Artem Yankov

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯼﺮﺘﺸﯿﺑ ﺩﺮﮑﻠﻤﻋ ﯼﺎﻫﺭﺎﯿﻌﻣ :ﺖﺴﯿﻧ ﯽﻓﺎﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺖﻗﺩ

ﯽﻟﺮﯾﺮﺑ ﻞﯿﻓ :ﯽﻧﺎﻬﺟ ﺱﻼﮐ ﺭﺩ ﮏﺷﺰﭘ ﮏﯾ ﺯﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﺎﮑﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺡﺍﺮﻃ ﮏﯾ ﺪﻨﻧﺎﻣ ﺮﮑﻔﺗ ﯼﺍﺮﺑ ﻡﺎﮔ 5

(3 ﺯﺍ 1 ﺖﻤﺴﻗ) ﻝﺎﺳ ﺞﻨﭘ ﯽﻃ ﺭﺩ ﺖﺑﺎﯾﺩ ﻉﻭﺮﺷ ﯽﻨﯿﺑ ﺶﯿﭘ :ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ

ﺪﯿﻨﮐ ﻒﺸﮐ ﺕﺎﻣﺪﺧ ﻡﺮﻓ ﺖﻠﭘ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻦﯾﺍ ﺭﺩ ﺍﺭ ﻪﻧﺍﺪﻨﻤﺷﻮﻫ ﯼﺎﻫ ﯽﮔﮋﯾ

Project Spotlight: ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ Shashank Singh

(3 ﺯﺍ 2 ﺶﺨﺑ) ﻝﺎﺳ ﺞﻨﭘ ﯽﻃ ﺭﺩ ﺖﺑﺎﯾﺩ ﻉﻭﺮﺷ ﯽﻨﯿﺑ ﺶﯿﭘ :ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ

ﺪﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﻭ ﺪﯿﻫﺩ ﻪﻌﺳﻮﺗ ﺍﺭ ﺩﻮﺧ ﻢﯿﻤﺼﺗ ﺖﺧﺭﺩ ﻦﯿﻟﻭﺍ :BigML ﺵﺯﻮﻣﺁ

ﺍﺮﯾﻮﯿﻟﻭﺍ ﺍﺯﻮﺳ ﺩ ﻥﺎﺗﺎﻧﺎﺟ ﺎﺑ ﯼﺰﯿﺑ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

(3 ﺯﺍ 3 ﺶﺨﺑ) ﻝﺎﺳ ﺞﻨﭘ ﯽﻃ ﺭﺩ ﺖﺑﺎﯾﺩ ﻉﻭﺮﺷ ﯽﻨﯿﺑﺶﯿﭘ :ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ

ﻥﻮﺘﯾﺎﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﺏﺎﺘﮐ

Scikit-Learn ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

Bootstrapping Machine Learning: ﺩﺭﻮﻣ ﺭﺩ ﻩﺪﻨﯾﺁ ﯽﺑﺎﺘﮐ API ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺎﻫ

ﻩﺩﺍﺩ ﻥﺍﺪﻨﻤﺸﻧﺍﺩ ﻭ ﻩﺩﺍﺩ ﻥﺍﺮﮕﻠﯿﻠﺤﺗ :ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺎﻤﻨﻫﺍﺭ ﺏﺎﺘﮐ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻪﻧﻮﮕﭼ

IPython ﺯﺮﭘ ﻭﺪﻧﺎﻧﺮﻓ ﺎﺑ ﺭﺍﺰﺑﺍ ﮏﯾ ﺎﺑ ﺏﺎﺘﮐ ﮏﯾ ﻪﺑ ﻪﺘﺳﻮﭘ ﺯﺍ

ﻩﺎﯿﺳ ﻪﺒﻌﺟ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻨﻨﮐ ﺍﻮﻏﺍ ﻪﻠﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻦﯾﺮﺘﻬﺑ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﺖﯾﺮﯾﺪﻣ ﻭ ﻥﺎﻣﺪﯿﭼ ﻩﻮﺤﻧ

ﻥﺍﺮﯾﺪﻣ ﻭ ﻞﻣﺎﻋ ﻥﺍﺮﯾﺪﻣ :ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺎﻤﻨﻫﺍﺭ ﺏﺎﺘﮐ

ﯽﺠﻨﺳ ﺩﺎﺼﺘﻗﺍ ﺯﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﯾﺎﻫ ﺱﺭﺩ

Bootstrapping Machine Learning: Review Book

ﺖﺳﺍ ﻢﻬﻣ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﯽﻣﻮﺘﻧﺍﻮﮐ ﯼﺎﻫﺮﺗﻮﯿﭙﻣﺎﮐ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﻥﺎﯿﻫﺎﮕﺸﻧﺍﺩ ﻭ ﻥﺎﻘﻘﺤﻣ ﯽﺳﺭﺮﺑ :ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺏﺎﺘﮐ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺐﺗﺮﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﺑ ﺍﺭ ﻪﺘﻔﺷﺁ ﯼﺎﻫ ﻩﺩﺍﺩ :ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ

ﺯﻮﻣﺁﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺪﺸﻤﮔ ﻩﺍﺭ ﻪﺸﻘﻧ

؟ﺩﺭﺍﺩ ﯽﻣ ﺯﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻑﺍﺪﻫﺍ ﺯﺍ ﺍﺭ ﺎﻤﺷ ﯼﺰﯿﭼ ﻪﭼ

ﺪﯾﺯﺎﺴﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﻪﻧﻮﻤﻧ ﮏﯾ

ﺪﯿﻨﮐ ﺭﺎﮐ ﺖﺳﺍ ﻢﻬﻣ ﺎﻤﺷ ﯼﺍﺮﺑ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﻼﮑﺸﻣ ﯼﻭﺭ

ﻝﻮﭘ ﯼﺍﺮﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﻡﺩﺮﮐ ﻉﻭﺮﺷ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﺗﻮﯿﭙﻣﺎﮐ ﺭﺍﺰﻓﺍ ﺖﺨﺳ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻦﯾﺮﺘﻬﺑ

scikit-learn ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺎﻫ ﻞﻤﻌﻟﺍ ﺭﻮﺘﺳﺩ

ﺪﯿﻨﮐ ﻩﺩﺎﻣﺁ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻒﯿﺜﮐ ﻭ ﻊﯾﺮﺳ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﯽﻠﻤﻋ ﯼﺎﻫ ﻪﯿﺻﻮﺗ

R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﺏﺎﺘﮐ ﻦﯾﺮﺘﻬﺑ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻊﻣﺍﻮﺟ

ﺖﺳﺍ Kaggle ﺕﺎﻘﺑﺎﺴﻣ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

Screencasts Science Data: A Data Origami Review

Scikit-Learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻩﻮﺤﻧ

Scikit-Learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﺩﺪﺠﻣ ﺱﺎﯿﻘﻣ

Scikit-Learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ

Scikit-Learn ﺎﺑ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺍﻭﺎﺟ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺮﻓﺎﺴﻣ ﯼﺎﻘﺑ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ ﺯﺍ ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺱﺭﺩ

R ﺭﺩ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ

R ﺭﺩ ﺕﺍﺯﺎﺠﻣ ﻥﻮﯿﺳﺮﮔﺭ

R ﺭﺩ ﯽﻄﺧ ﺮﯿﻏ ﻥﻮﯿﺳﺮﮔﺭ

ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ ﺎﺑ R ﺭﺩ ﯽﻄﺧ ﺮﯿﻏ ﻥﻮﯿﺳﺮﮔﺭ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺮﯿﺴﻔﺗ ﻞﺑﺎﻘﻣ ﺭﺩ ﻝﺪﻣ ﯽﻨﯿﺑﺶﯿﭘ ﺖﻗﺩ

ﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﺎﺑ ﻝﺪﻣ ﺖﻗﺩ ﺩﻮﺒﻬﺑ

ﻮﮕﺸﯿﭘ ﻝﺪﻣ ﮏﯾ ﻪﻧﺍﺪﻨﻤﺷﻮﻫ ﺩﺮﺑﺭﺎﮐ

R ﺭﺩ ﯽﻄﺧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

R ﺭﺩ ﯽﻄﺧ ﺮﯿﻏ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻢﯾﻮﺷ ﺮﺘﻬﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻧﻮﮕﭼ

ﺪﺷ ﺭﺎﮐ ﻪﺑ ﺖﺳﺩ ﯽﺘﺑﺎﻗﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﺯﺍ ﺮﺗﺍﺮﻓ

ﻡﻭﺍﺪﻣ ﺖﺑﺎﻗﺭ ﺎﺑ ﻞﮔﺎﮐ ﺩﺎﺘﺳﺍ

ﯽﺘﺑﺎﻗﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺖﯾﺰﻣ 5

R ؟ﺖﺴﯿﭼ

ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ ﺎﺑ R ﺭﺩ ﯽﻄﺧ ﺮﯿﻏ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

R ﺭﺩ ﺏﺪﺤﻣ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺒﺧ

Caret ﻪﺘﺴﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ R ﺭﺩ ﻝﺪﻣ ﺖﻗﺩ ﻦﯿﻤﺨﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺯﺎﺳ ﻝﺪﻣ ﯽﺳﺭﺮﺑ

ﺍﺪﺘﺑﺍ ﺯﺍ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﯼﺎﯾﺍﺰﻣ

ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺯﺎﺳﻝﺪﻣ ﯼﺍﺮﺑ Caret R ﻪﺘﺴﺑ

Caret R ﻪﺘﺴﺑ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

Caret R ﻪﺘﺴﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻢﯿﻈﻨﺗ

Caret R ﻪﺘﺴﺑ ﺎﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ

ﺪﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ ﺍﺭ ﺎﻫ ﻦﯾﺮﺘﻬﺑ Caret R ﻪﺘﺴﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻭ ﺪﯿﻨﮐ ﻪﺴﯾﺎﻘﻣ ﺍﺭ ﺎﻫ ﻝﺪﻣ

ﺪﯿﻨﮐ ﻒﺸﮐ ﺍﺭ ﻥﺁ ﺭﺩ ﺕﺭﺎﻬﻣ ﺐﺴﮐ ﻩﻮﺤﻧ ﻭ ﺎﻫﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ ﻩﻮﺤﻧ ،ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﺭﻮﺤﻣ ﻩﺩﺍﺩ ﺩﺮﮑﯾﻭﺭ ﮏﯾ

ﻢﯾﺯﺎﺴﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺍﺮﺑ ﺩﻮﻬﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻒﺸﮐ ﺍﺭ ﻞﮔﺎﮐ ﺩﺎﺘﺳﺍ ﺮﮑﻓ ﺯﺮﻃ ﻭ ﺵﻭﺭ :ﻪﺒﺣﺎﺼﻣ

ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻟﻮﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺖﺧﺎﺳﺮﯾﺯ ﺩﺎﺠﯾﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺖﻓﺮﺸﯿﭘ ﻭ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻪﻨﯾﺰﮔ 16

ﺪﯿﻫﺩ ﺵﺭﻭﺮﭘ ﺪﯾﺎﺑ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺯﻮﺣ 5

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻪﻌﻟﺎﻄﻣ ﻩﻮﺤﻧ

ﯽﺘﺑﺎﻗﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻝﺪﻣ ﺏﺎﺨﺘﻧﺍ ﺕﺎﮑﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺩﺭﻮﻣ ﺭﺩ ﻖﯿﻘﺤﺗ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺭﺎﺘﻓﺭ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ

ﺪﯿﻨﮑﻧ ﻉﻭﺮﺷ ﺯﺎﺑ ﻊﺒﻨﻣ ﺪﮐ ﺎﺑ ،ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻡﺎﮕﻨﻫ

ﺪﯾﺮﯿﮕﺑ ﺖﺳﺩ ﺭﺩ ﺍﺭ ﻝﺮﺘﻨﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﺪﻨﻤﻓﺪﻫ ﯼﺎﻫ ﺖﺴﯿﻟ ﺩﺎﺠﯾﺍ ﺎﺑ

ﻢﯿﺑﺎﯾ ﺖﺳﺩ ﺎﻬﻧﺁ ﺖﯿﻤﻫﺍ ﯽﯾﺍﺮﭼ ﻭ ﻪﯾﺎﭘ ﺞﯾﺎﺘﻧ ﻪﺑ ﻪﻧﻮﮕﭼ

ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﯿﻧﺩ ﻡﻼﺳ

ﺮﺘﻌﯾﺮﺳ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﺮﺘﻬﺑ ﺞﯾﺎﺘﻧ ،ﻡﻮﻬﻔﻣ ﺮﯿﯿﻐﺗ :ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺦﺳﺎﭘ ﻭ ﺶﺳﺮﭘ

ﺪﯿﺘﺴﻫ ﺐﺳﺎﻨﻣ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﻻﺎﻤﺘﺣﺍ ﺎﻤﺷ ؟ﺖﺴﯿﻧ ﺏﻮﺧ ﻡﺩﺮﮐ ﯽﻣ ﺮﮑﻓ ﻪﮐ ﺭﺪﻘﻧﺁ ﻦﻣ ﺞﯾﺎﺘﻧ ﺍﺮﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺭﺎﻣﺁ ﺭﺩ ﻑﺩﺎﺼﺗ ﻩﺭﻭﺩ

ﻢﯾﻮﺷ ﻞﯾﺪﺒﺗ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﮏﯾ ﻪﺑ ﻪﻧﻮﮕﭼ

ﺪﯾﺮﯿﮕﺑ ﯼﺪﺟ ﺍﺭ ﻥﺁ ﺪﯾﺎﺑ ﺍﺮﭼ ﻭ ﺖﺳﺍ ﻢﻬﻣ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ

ﺪﯿﺑﺎﯾ ﺖﺳﺩ ﯼﺮﺘﻬﺑ ﺞﯾﺎﺘﻧ ﻪﺑ ﯽﻓﺎﺸﺘﮐﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻭ ﺪﯿﻨﮐ ﮎ

ﺪﯿﻨﮐ ﯽﺑﺎﯾﺯﺭﺍ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﺩﻮﺧ

ROC ﯼﺎﻫ ﯽﻨﺤﻨﻣ ﺎﺑ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺩﺮﮑﻠﻤﻋ ﻪﺴﯾﺎﻘﻣ ﻭ ﯽﺑﺎﯾﺯﺭﺍ

ﺪﯾﺭﻭﺁ ﺖﺳﺪﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺍﺭ ﺩﻮﺧ ﯽﯾﺎﯾﻭﺭ ﻞﻐﺷ ،ﺞﯾﺎﺘﻧ ﻪﺋﺍﺭﺍ ﺎﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﺖﺧﺎﺳ ﺯﺍ ﻩﺪﺷ ﻪﺘﺧﻮﻣﺁ ﯼﺎﻫ ﺱﺭﺩ

Better Naive Bayes: 12 ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﺮﺘﺸﯿﺑ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺍﺮﺑ ﻪﺘﮑﻧ Naive Bayes

ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 121 ﯼﻭﺭ ﺮﺑ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ 179 ﺖﺴﺗ :ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ ﺯﺍ

ﺕﻼﯿﻄﻌﺗ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﻠﻤﻋ ﯼﺎﻫ ﺏﺎﺘﮐ

ﯼﺯﻮﻣﺁﺩﻮﺧ ﯼﺍﺮﺑ ﯽﺣﺮﻃ :ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺭﺎﮐ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﮏﯾ ﺪﻨﻧﺎﻣ ﻞﮑﺸﻣ ﮏﯾ ﻖﯾﺮﻃ ﺯﺍ ﻪﻧﻮﮕﭼ

ﯽﻠﻋ ﻭ ﯼﺭﺎﻣﺁ ﯼﺎﻫ ﺵﻭﺭ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺩ ﺞﯾﺍﺭ ﺕﻼﮑﺸﻣ

؟ﺩﺮﮐ ﺪﯾﺎﺑ ﻪﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﯼﺍﺮﺟﺍ ﻝﻮﻃ ﺭﺩ

ﺪﯿﻨﮐ ﺖﻓﺮﺸﯿﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻭ ﺪﯿﻨﮐ ﻉﻭﺮﺷ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻝﻮﭘ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺍﺮﺑ

ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺎﻫ ﺱﻼﮐ ﺎﺑ ﻩﺯﺭﺎﺒﻣ ﯼﺍﺮﺑ ﮏﯿﺘﮐﺎﺗ 8

ﺪﯿﻨﮐ ﻦﯾﺮﻤﺗ UCI ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺰﺨﻣ ﺯﺍ ﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

(ﯽﺿﺎﯾﺭ ﻥﻭﺪﺑ) ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﮎﺭﺩ ﯼﺍﺮﺑ ﻩﺍﺭ 5

Microsoft Azure ﺯﺍ ﯽﯾﺎﻫ ﺱﺭﺩ :ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺏﺎﺨﺘﻧﺍ

ﺪﯿﻨﮐ ﮎﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﺎﺑ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻪﻠﯿﺒﻗ

ﺏﺎﺘﮐ ﯽﺳﺭﺮﺑ :ﺍﺪﺘﺑﺍ ﺯﺍ ﻩﺩﺍﺩ ﻢﻠﻋ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺖﺴﯿﻟ ﮏﭼ

ﻩﺪﻨﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺯﺎﺳ ﻝﺪﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﻢﻨﮐ ﻉﻭﺮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺱﺎﻨﺷﺭﺎﮐ ﺎﺗ ﻪﻔﺴﻠﻓ ﻞﯿﺼﺤﺘﻟﺍ ﻍﺭﺎﻓ

ﺪﻨﮐ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﮏﭼﻮﮐ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺯﺍ ﯼﺪﺘﺒﻣ ﮏﯾ ﻪﻧﻮﮕﭼ :ﻪﺒﺣﺎﺼ

ﯽﻌﻗﺍﻭ ﯼﺎﯿﻧﺩ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﻼﮑﺸﻣ ﺭﻮﺗ

ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺭﺎﺑﺭﺩ ﻪﮐ ﯼﺪﯿﻔﻣ ﺕﺎﮑﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﺳﺎﺳﺍ ﻢﯿﻫﺎﻔﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺍﺰﺑﺍ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺍﺰﺑﺍ ﺮﻫ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺯﺍﺪﻧﺍ ﻢﺸﭼ ﻪﺸﻘﻧ

(ﺪﯿﺷﺎﺑ ﯼﺪﺘﺒﻣ ﺮﮔﺍ ﯽﺘﺣ) ﺪﯿﻨﮐ ﮎﺭﺩ ﺖﻋﺮﺳ ﻪﺑ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺍﺰﺑﺍ ﺮﻫ

ﺍﺬﻏ ﺭﻮﺘﺳﺩ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺍﺰﺑﺍ ﺮﻫ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻉﻭﺮﺷ-ﺵﺮﭘ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺯﺍ ﯽﻘﯿﻤﻋ ﮎﺭﺩ ،ﺪﻨﻤﻓﺪﻫ ﮏﭼﻮﮐ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺯﺍ ﻩﺩﺎﻔﺘ

ﺪﯿﻫﺩ ﻥﺎﺸﻧ ﺍﺭ ﺩﻮﺧ ﻂﻠﺴﺗ ﻭ ﺪﯿﻫﺩ ﺵﺮﺘﺴﮔ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺍﺰﺑﺍ

؟ﻢﯿﻨﮐ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺍﺮﭼ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ R ﺯﺍ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ R ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺯﺎﻏﺁ ﺎﻫ ﻪﻧﺎﺸﻧ ﻦﺘﻓﺎﯾ ﺎﺑ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻦﯾﺮﺘﻬﺑ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﯼﺍ ﻪﻠﺣﺮﻣ 3 ﯽﺳﺎﻨﺷ ﺵﻭﺭ

(ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ) R ﺭﺩ ﻊﯾﺮﺳ ﻕﻮﻓ ﻁﻮﻘﺳ ﻩﺭﻭﺩ

ﺪﯿﻨﮐ ﮎﺭﺩ ﯽﻔﯿﺻﻮﺗ ﺭﺎﻣﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ R ﺭﺩ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﺳﺍ ﺮﺘﻬﺑ

(ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﺯﻭﺮﻣﺍ ﻪﮐ ﻞﻤﻌﻟﺍ ﺭﻮﺘﺳﺩ 10) ﻢﺴﺠﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ R ﺭﺩ ﺩﻮﺧ ﯼ

R ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ R ﺭﺩ ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﻦﯿﻟﻭﺍ

(ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ) R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻢﯿﻈﻨﺗ

R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﯼﺮﯿﮔﺭﺎﺑ R ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

(ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺮﺿﺎﺣ ﻝﺎﺣ ﺭﺩ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 10) R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ

(ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺩﻮﺧ ﯼﺪﻌﺑ ﻩﮊﻭﺮﭘ ﺭﺩ ﺪﯾﺎﺑ ﻪﮐ ﯽﯾﺎﻫﻢﺘﯾﺭﻮﮕﻟﺍ) R ﺭﺩ ﯼﺍﻪﻄﻘﻧ ﯽﺳﺭ

ﺪﯿﻨﮐ ﻩﺩﺎﻣﺁ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﺎﺑ R ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ

ﺪﯿﻨﮐ ﯽﯾﺎﻬﻧ ﻭ ﻩﺮﯿﺧﺫ R ﺭﺩ ﺍﺭ ﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ

R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﯼﻮﮕﻟﺍ

R ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺳﺭﺮﺑ

R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺩﺮﮑﻠﻤﻋ ﻪﺴﯾﺎﻘﻣ

R ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺎﻫﺭﺎﯿﻌﻣ

(ﺪﯾﺮﯿﮕﺑ ﻪﺠﯿﺘﻧ ﻪﺘﻔﻫ ﺮﺧﺁ ﮏﯾ ﺭﺩ) ﻢﯿﻨﮐ ﻉﻭﺮﺷ R ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮑﻧ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﻪﯾﺎﭘ ﯼﺪﻨﺑﻪﻘﺒﻃ ﻥﺍﻮﻨﻋ ﻪﺑ ﯽﻓﺩﺎﺼﺗ ﻥﺩﺯ ﺱﺪﺣ ﺯﺍ

R ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺭﻭﺩ ﯽﻨﯿﻣ

ﺮﺗﻮﯿﭙﻣﺎﮐ ﻭ ﺭﺎﻣﺁ ﻢﻠﻋ ﺯﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺕﺎﺣﻼﻄﺻﺍ

(ﺪﻧﺮﯿﮔﯽﻣ ﺩﺎﯾ ﺍﺭ ﯽﺟﻭﺮﺧ ﻪﺑ ﯼﺩﻭﺭﻭ ﺖﺷﺎﮕﻧ ﺎﻬﻧﺁ) ﺪﻨﻨﮐﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ ﻦﯿﺷﺎﻣ ﯼﺮ

ﮏﯾﺮﺘﻣﺍﺭﺎﭘﺎﻧ ﻭ ﮏﯾﺮﺘﻣﺍﺭﺎﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﺕﺭﺎﻈﻧ ﻥﻭﺪﺑ ﻭ ﺕﺭﺎﻈﻧ ﺖﺤﺗ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺲﻧﺎﯾﺭﺍﻭ-ﺱﺎﯾﺎﺑ ﻪﻟﺩﺎﺒﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

Overfitting ﻭ Underfitting ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻝﻭﺰﻧ ﻥﺎﯾﺩﺍﺮﮔ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﺵﺯﻮﻣﺁ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻝﻭﺰﻧ ﻥﺎﯾﺩﺍﺮﮔ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﺵﺯﻮﻣﺁ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺵﺯﻮﻣﺁ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﯽﺼﯿﺨﺸﺗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﺏﺎﺘﮐ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﯿﺳﺮﮔﺭ ﻭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻥﺎﺘﺧﺭﺩ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﺰﯿﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Naive Bayes ﺵﺯﻮﻣﺁ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺏﻮﺒﺤﻣ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ

K-ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺎﺴﻤﻫ ﻦﯾﺮﺘﮑﯾﺩﺰﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺭﺍﺩﺮﺑ ﻥﻮﯿﺳﺍﺰﯿﺘﻧﺍﻮﮐ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻧﺎﺒﯿﺘﺸﭘ ﺭﺍﺩﺮﺑ ﯼﺎﻫﻦﯿﺷﺎﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ ﻩﻭﺮﮔ ﻭ ﯼﺍﻪﺴﯿﮐ ﯼﺎﻫﻢﺘﯾﺭﻮﮕﻟﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ AdaBoost ﻭ ﺖﯾﻮﻘﺗ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﻫ ﮎﺭﺩ ﯼﺍﺮﺑ ﻝﺍﻮﺳ 6

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻩﺭﻭﺩ ﯽﻨﯿﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻢﺘﺴﯿﺳﻮﮐﺍ

Theano ﻥﻮﺘﯾﺎﭘ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Crash ﻩﺭﻭﺩ

ﻥﺮﻟ ﺖﯿﮑﺳﺍ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

scikit-learn ﯼﺰﭙﺷﺁ ﺏﺎﺘﮐ ﯽﺳﺭﺮﺑ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻩﻮﺤﻧ

(ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ) AWS EC2 ﯽﮑﯿﻓﺍﺮﮔ ﯼﺎﻫﻩﺪﻧﺯﺍﺩﺮﭘ ﺭﺩ Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪ

ﺪﯿﻨﮐ ﮎﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻔﯿﺻﻮﺗ ﺭﺎﻣﺁ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﻪﯾﻻ ﺪﻨﭼ ﻥﻭﺮﺘﭙﺳﺮﭘ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ Crash ﻩﺭﻭﺩ

ﺪﯿﻨﮐ ﻩﺩﺎﻣﺁ Scikit-Learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ

ﺩﺪﺠﻣ ﯼﺭﺍﺩﺮﺑ ﻪﻧﻮﻤﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺩﺮﮑﻠﻤﻋ ﯽﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ ﯽﯾﺎﻫﺭﺎﯿﻌﻣ

scikit-learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺍﻪﻄﻘﻧ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻢﺘﯾ

scikit ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺍﻪﻄﻘﻧ ﻥﻮﯿﺳﺮﮔﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻢﺘﯾﺭﻮﮕﻟ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Scikit-Learn ﺎﺑ Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﺯﺍ

scikit-learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻪﺴﯾﺎﻘﻣ ﻩﻮﺤﻧ

Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﻪﺳﻼﮐ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺵﺯﻮﻣﺁ

ﻥﺮﻟ-ﺖﯿﮑﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻪﻋﻮﻤﺠﻣ

ﺪﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ scikit-learn ﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻟﻮﻟ ﻁﻮﻄﺧ ﺎﺑ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﺵﺩﺮﮔ

scikit-learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻭ ﻩﺮﯿﺧﺫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﻥﻮﯿﺳﺮﮔﺭ ﺵﺯﻮﻣﺁ

ﺪﯿﻨﮐ ﻊﯾﺮﺴﺗ ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺍﺭ ﺩﻮﺧ ﺖﻓﺮﺸﯿﭘ ﺖﻋﺮﺳ ﻪﺑ Weka ﺎﺑ

ﻢﯿﻨﮐ ﺐﺼﻧ ﻭ ﺩﻮﻠﻧﺍﺩ ﺍﺭ Weka ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﺰﯿﻣ ﻪﻧﻮﮕﭼ

ﺱﺍﺮﮐ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺵﺯﻮﻣﺁ ﻪﭽﺨﯾﺭﺎﺗ ﺶﯾﺎﻤﻧ

Weka ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﺰﯿﻣ ﺭﺩ ﯽﺘﺸﮔ

Weka ﺭﺩ CSV ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ Crash ﻩﺭﻭﺩ

ﺱﺍﺮﮐ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺎﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫﻪﮑﺒﺷ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﻮﻧﺖﺳﺩ ﻢﻗﺭ

Weka ﺭﺩ ﻦﯾﺮﻤﺗ ﯼﺍﺮﺑ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ

ﻢﯿﻨﮐ ﮎﺭﺩ ﺮﺘﻬﺑ Weka ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ CNN ﺎﺑ ءﺎﯿﺷﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

(ﻦﺘﻣ ﯼﺪﻨﺑﻪﻘﺒﻃ) ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻢﻠﯿﻓ ﯼﺎﻫﺪﻘﻧ ﺯﺍ ﺕﺎﺳﺎﺴﺣﺍ ﯽﻨﯿﺑ

ﺪﯿﻨﮐ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻭ ﯼﺩﺎﻋ Weka ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﻩﺭﻭﺩ ﯽﻨﯿﻣ ﺭﺩ ﯼﺩﺮﺑﺭﺎﮐ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ Crash ﻩﺭﻭﺩ

ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Weka ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

Weka ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﺭﺩ ﻩﺪﺸﻤﮔ ﺮﯾﺩﺎﻘﻣ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺭﻭﺩ

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺶﺨﺑ ﻡﺎﻬﻟﺍ ﺩﺮﺑﺭﺎﮐ 8

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺩﺮﮑﻠﻤﻋ ﻦﯿﻤﺨﺗ ﻩﻮﺤﻧ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ

ﺪﯿﻧﺰﺑ ﻦﯿﻤﺨﺗ Weka ﺭﺩ ﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﺍﺭ ﻪﯾﺎﭘ ﺩﺮﮑﻠﻤﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ LSTM ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫﻪﮑﺒﺷ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶ

Weka ﺭﺩ ﻥﻮﯿﺳﺮﮔﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Weka ﺭﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ LSTM ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫﻪﮑﺒﺷ ﺎﺑ ﯽﻟﺍﻮﺗ ﯼﺪﻨﺑﻪﻘﺒﻃ

Weka ﺭﺩ ﯽﻫﻭﺮﮔ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ LSTM ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺩﺮﮑﻠﻤﻋ ﻪﺴﯾﺎﻘﻣ ﻩﻮﺤﻧ

Weka ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺩﺍﺩ ﺖﺸﻧ

ﻢﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ Weka ﺭﺩ ﻭ ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ ﺍﺭ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﻪﻧﻮﮕﭼ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ LSTM ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺑ ﻦﺘﻣ ﺪﯿﻟﻮﺗ

Weka ﺭﺩ ﻪﺳﻼﮐ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻩﮊﻭﺮﭘ ﮏﯾ ﻖﯾﺮﻃ ﺯﺍ ﺭﺎﮐ ﻩﻮﺤﻧ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ Weka ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻩﮊﻭﺮﭘ ﮏﯾ ﻖﯾﺮﻃ ﺯﺍ ﺭﺎﮐ ﻩﻮﺤﻧ

Weka ﺭﺩ ﻥﻮﯿﺳﺮﮔﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﻖﯾﺮﻃ ﺯﺍ ﺭﺎﮐ ﻩﻮﺤﻧ

ﺱﺍﺮﮐ ﺭﺩ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﯼﺍ ﻪﻠﺣﺮﻣ 5 ﺕﺎﯿﺣ ﻪﺧﺮﭼ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﯼﺮﺘﺸﯿﺑ ﮏﻤﮐ Weka ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﺰﯿﻣ ﯼﺍﺮﺑ ﻪﻧﻮﮕﭼ

Weka ﯽﻨﯿﺷﺎﻣ ﺵﺯﻮﻣﺁ ﻩﺭﻭﺩ ﯽﻨﯿﻣ

ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ XGBoost ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺩﻮﺧ XGBoost ﻝﺪﻣ ﻦﯿﻟﻭﺍ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﻩﺪﻨﻨﮐ ﺖﯾﻮﻘﺗ ﯼﺎﻫ ﻝﺪﻣ ﻩﺮﯿﺧﺫ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ ﯼﺎﻫﻝﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﻩﺪﻨﻨﮐ ﺖﯾﻮﻘﺗ ﯼﺮﯿﮔ ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ ﻢﺴﺠﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﻭ ﯽﮔﮋﯾﻭ ﺖﯿﻤﻫﺍ

ﺪﯿﻨﮐ ﯼﺭﺍﺩﺩﻮﺧ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﺐﺼﻧ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻡﺎﮕﻨﻫﺩﻭﺯ ﻒﻗﻮﺗ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﯼﺍﺮﺑ ﯼﺍ ﻪﺘﺷﺭ ﺪﻨﭼ ﯽﻧﺎﺒﯿﺘﺸﭘ ﻦﯾﺮﺘﻬﺑ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ ﻩﺯﺍﺪﻧﺍ ﻭ ﺩﺍﺪﻌﺗ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﺎﯾﺩﺍﺮﮔ ﺶﯾﺍﺰﻓﺍ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﻥﻭﺯﺎﻣﺁ ﺏﻭ ﺕﺎﻣﺪﺧ ﺎﺑ ﯼﺮﺑﺍ ﯼﺎﻀﻓ ﺭﺩ XGBoost ﯼﺎﻫ ﻝﺪﻣ ﺵﺯﻮﻣﺁ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻍﻭﺭﺩ ﮏﯾ ﺪﯿﻧﺍﺩ ﯽﻣ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﻮﻣ ﺭﺩ ﻪﭽﻧﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﺶﯾﺍﺰﻓﺍ ﯼﺍﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﺥﺮﻧ ﻢﯿﻈﻨﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ scikit-learn ﻭ XGBoost ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ

ﺪﯿﺸﺨﺑ ﺩﻮﺒﻬﺑ ﺍﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺮﮑﻠﻤﻋ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XGBoost ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﯼﺍ ﻪﻠﺣﺮﻣ 7 ﻩﺭﻭﺩ ﯽﻨﯿﻣ

ﻥﻮﺘﯾﺎﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺭﻭﺩ ﯽﻨﯿﻣ

ﺪﯾﺮﯾﺬﭙﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺍﺭ ﻥﺩﻮﺑ ﯽﻓﺩﺎﺼﺗ

ﺪﯾﺮﺒﺑ ﺭﺎﮑﺑ ﺪﯿﻟﻮﺗ ﺭﺩ ﺍﺭ ﺩﻮﺧ ﯼﻮﮕﺸﯿﭘ ﻝﺪﻣ

؟ﺪﻨﻨﮐ ﯽﻣ ﻩﺎﺒﺘﺷﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﺎﯾﺪﺘﺒﻣ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻒﻗﻮﺘﻣ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺴﯾﻮﻧﺪﮐ

ﻝﺎﺳ ﮏﯾ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻂﻠﺴﺗ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﺱﺎﯿﻘﻣ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺩﺪﺠﻣ ﯼﺭﺍﺩﺮﺑ ﻪﻧﻮﻤﻧ ﯼﺎﻫ ﺵﻭﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺎﯿﻌﻣ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﻪﯾﺎﭘ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺖﺴﺗ ﺭﺎﻬﻣ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﻩﺩﺎﺳ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﺖﺳﺍ ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺪﺷﺭ ﻪﺑ ﻭﺭ ﻡﺮﻔﺘﻠﭘ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻥﻭﺮﺘﭙﺳﺮﭘ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ (LVQ) ﯼﺮﯿﮔﺩﺎﯾ ﯼﺭﺍﺩﺮﺑ ﻥﻮﯿﺳﺍﺰﯿﺘﻧﺍﻮﮐ ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ

(ﺍﺪﺘﺑﺍ ﺯﺍ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺸﺘﻧﺍ ﺲﭘ ﺎﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻢﯿﻤﺼﺗ ﺖﺧﺭﺩ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ Bagging ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ Random Forest ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ Stacked Generalization (Stacking) ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻤﮔﺭﺩﺮﺳ ﺲﯾﺮﺗﺎﻣ

R ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﻪﻨﯿﻣﺯ ﺭﺩ ﺮﺗﺮﺑ ﺏﺎﺘﮐ 5

ﻢﯿﺷﺎﺑ ﻪﺘﺷﺍﺩ ﯼﺮﺘﻬﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺮﮑﻠﻤﻋ ﻪﻧﻮﮕﭼ

ﯼﺩﺮﺑﺭﺎﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻦﯾﺮﻤﺗ ﯼﺍﺮﺑ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 10

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺗﺮﺑ ﺖﺴﮐﺩﺎﭘ 5

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 7

؟ﺖﺴﯿﭼ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻩﺪﺷ ﺕﺭﺎﻈﻧ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ

ﺪﯾﻮﺷ ﻡﺍﺪﺨﺘﺳﺍ Target ﺭﺩ ﻩﺩﺍﺩ ﺪﺷﺭﺍ ﺪﻨﻤﺸﻧﺍﺩ ﻥﺍﻮﻨﻋ ﻪﺑ ﮏﻧﺎﺑ ﺭﺩ ﺭﺎﮐ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﻭﺎﮐ ﻭ ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻭ ﯼﺯﺎﺳ ﯼﺩﺎﻋ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﻪﯾﺎﭘ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﺪﻧﻭﺭ ﺕﺎﻋﻼﻃﺍ ﻑﺬﺣ ﻭ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﻥﺩﻮﺑ ﯽﻠﺼﻓ ﻑﺬﺣ ﻭ ﯽﯾﺎﺳﺎﻨﺷ ﻩﻮﺤﻧ

ﺩﺍﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻪﯾﺎﭘ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﻭ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﯼﺍﺮﺑ ﮎﺮﺤﺘﻣ ﻦﯿﮕﻧﺎﯿﻣ ﯼﺯﺎﺳﺭ

ﺮﯿﺧ ﺎﯾ ﺪﻨﺘﺴﻫ ﺖﺑﺎﺛ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫﻩﺩﺍﺩ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻥﻮﯿﺳﺮﮔﺭﺩﻮﺧ ﯼﺎﻫﻝﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﻩﺪﻧﺎﻣﯽﻗﺎﺑ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺎﻫﺎﻄﺧ ﻢﺴﺠﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ARIMA ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﺢﯿﺤﺼﺗ ﯼﺍﺮﺑ ﻩﺪﻧﺎﻤﯿﻗﺎﺑ ﯼﺎﻫﺎﻄﺧ ﯼﺯﺎﺳ ﻝﺪﻣ ﻩﻮﺤﻧ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺰﻨﯿﮑﻨﺟ-ﺲﮐﺎﺑ ﺵﻭﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﺏﺎﺘﮐ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ARIMA ﻝﺪﻣ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺰﻤﯾﺎﺗ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﻓﺩﺎﺼﺗ ﯼﻭﺭ ﻩﺩﺎﯿﭘ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻨﮐ ﻢﯿﻈﻨﺗ ﺍًﺩﺪﺠﻣ ﺍﺭ ﺩﻮﺧ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﻞﮑﺸﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺍﺮﺑ ﺕﺭﺪﻗ ﻞﯾﺪﺒﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﯽﻨﯿﺑﺶﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻪﯾﺰﺠﺗ ﯽﻠﺼﻓ ﻭ ﺪﻧﻭﺭ ﻪﺑ ﺍﺭ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﺩﺮﮑﻠﻤﻋ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻢﯿﻨﮐ ﺭﺎﮐ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﻩﮊﻭﺮﭘ ﻖﯾﺮﻃ ﺯﺍ ﻪﻧﻮﮕﭼ

ﯽﺋﺰﺟ ﯽﮕﺘﺴﺒﻤﻫﺩﻮﺧ ﻭ ﯽﮕﺘﺴﺒﻤﻫﺩﻮﺧ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ARIMA ﯼﺎﻫﻝﺪﻣ ﯼﺍﺮﺑ ﯽﺘﺳﺩ ﯽﻨﯿﺑﺶﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻨﯿﺑﺶﯿﭘ ﻞﺻﺍﻮﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﺖﯿﻌﻄﻗ ﻡﺪﻋ ﮎﺭ

ﻥﻮﺘﺳﻮﺑ ﺭﺩ ﻪﻧﺎﻫﺎﻣ ﻪﻧﺎﺤﻠﺴﻣ ﯼﺎﻫﺖﻗﺮﺳ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺩﺭﻮﻣ

ﺭﻮﻤﯿﺘﻟﺎﺑ ﺭﺩ ﺏﺁ ﻪﻧﻻﺎﺳ ﻑﺮﺼﻣ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ

ﺩﺮﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺯﻮﻣﺁﺭﺎﮐ ﻩﺩﺍﺩ ﻢﻠﻋ ﻢﯿﺗ ﮏﯾ ﺭﺩ ﺱﻮﻤﻟ ﻭﺭﺍﻮﻟﺁ ﻪﻧﻮﮕﭼ

ﯼﻮﺴﻧﺍﺮﻓ ﻦﯾﺎﭙﻣﺎﺷ ﻪﻧﺎﻫﺎﻣ ﺵﻭﺮﻓ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﻪﻌﻟﺎﻄﻣ

ﻢﯿﻨﮐ ﺰﯾﺎﻤﺘﻣ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ARIMA ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

3 ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﺲﮐﻮﻨﯿﻟ ﯼﺯﺎﺠﻣ ﻦﯿﺷﺎﻣ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﻞﮑﺸﻣ 10

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻂﯿﺤﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ White Noise ﯽﻧﺎﻣﺯ ﯼﺮﺳ

ﯼﺍ ﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯼﮋﺗﺍﺮﺘﺳﺍ 4

ﻢﯿﻨﮐ ﻉﻭﺮﺷ Kaggle ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻢﯿﻈﻨﺗ Anaconda ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻂﯿﺤﻣ ﻪﻧﻮﮕﭼ

macOS ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺐﺼﻧ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﺵﺯﻮﻣﺁ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﯾﺎﻬﻧ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﻩﺯﻭﺭ 7 ﻩﺭﻭﺩ ﯽﻨﯿﻣ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻪﻧﻮﻤﻧ ﺯﺍ ﺝﺭﺎﺧ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ARIMA ﺎﺑ ﻪﻧﻮﮕﭼ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ LSTM ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﺎﻫ ﯽﮔﮋﯾﻭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

LSTM ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺖﻟﺎﺣ ﻥﻭﺪﺑ ﻭ ﺭﺍﺩ ﺖﻟﺎﺣ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺭﺍﺩ ﺖﻟﺎﺣ LSTM ﯼﺍﺮﺑ ﻦﯾﻼﻧﺁ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺭﺍﺪﯾﺎﭘﺎﻧ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻪﯾﻻﺪﻨﭼ ﻥﻭﺮﺘﭙﺳﺮﭘ ﻪﮑﺒﺷ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ LSTM ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺑ ﻑﺍﺮﺼﻧﺍ

ﺪﯿﻧﺰﺑ ﻦﯿﻤﺨﺗ ﯽﻓﺩﺎﺼﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺍﺮﺑ ﺍﺭ ﺶﯾﺎﻣﺯﺁ ﯼﺎﻫﺭﺍﺮﮑﺗ ﺩﺍﺪﻌﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺞﯾﺎﺘﻧ ﺮﯿﺴﻔﺗ ﯼﺍﺮﺑ ﯼﺭﺎﻣﺁ ﺖﯿﻤﻫﺍ ﯼﺎﻫﻥﻮﻣﺯﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ LSTM ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺑ ﻥﺯﻭ ﻢﯿﻈﻨﺗ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﺕﺭﺎﻈﻧ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻠﺌﺴﻣ ﮏﯾ ﻪﺑ ﺍﺭ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ LSTM ﺎﺑ ﯼﺍ ﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺪﻣ ﺪﻨﻠﺑ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﻪﮑﺒﺷ ﮏﯾ ﺎﺑ ﻪﻈﻓﺎﺣ ﺶﯾﺎﻤﻧ

LSTM ﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ ﻭ ﺵﺯﻮﻣﺁ ﻡﺎﮕﻨﻫ ﺭﺩ ﻪﺘﺳﺩ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﻩﺯﺍﺪﻧﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Keras ﺭﺩ TimeDistributed ﻪﯾﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ LSTM ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﺎﺑ ﺩﺍﺪﻋﺍ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﺵﺯﻮﻣﺁ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﻩﺪﻋﻭ

ﻥﺎﺳﺎﻨﺷﺭﺎﮐ ﻂﺳﻮﺗ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻪﮑﺒﺷ ﻢﯾﻼﻣ ﯽﻓﺮﻌﻣ

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﺕﺪﻣﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫﻪﮑﺒﺷ ﻥﺩﻮﺑ ﺐﺳﺎﻨ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺎﻫ ﻞﯾﺎﻓ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﻩﺍﺭ 7

ﻢﯿﻨﮐ ﯽﺑﺎﯾﺯﺭﺍ ﺍﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺕﺭﺎﻬﻣ ﻪﻧﻮﮕﭼ

ﻥﺎﻨﯿﻤﻃﺍ ﻞﺻﺍﻮﻓ ﺎﺑ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺩﺮﮑﻠﻤﻋ ﺵﺭﺍﺰﮔ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺞﯾﺎﺘﻧ ﯼﺍﺮﺑ ﭖﺮﺘﺳﺍ ﺕﻮﺑ ﻥﺎﻨﯿﻤﻃﺍ ﻞﺻﺍﻮﻓ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﺱﺍﺮﮐ ﺭﺩ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﺕﺪﻣ ﺪﻨﻠﺑ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﯼﺍ ﻪﻠﺣﺮﻣ 5 ﯽﮔﺪﻧﺯ ﻪﺧﺮﭼ

Keras ﺭﺩ LSTM ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﻮﮐﺍ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

ﯽﻓﺩﺎﺼﺗ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﯽﻟﺍﻮﺗ ﻮﮐﺍ ﯼﺍﺮﺑ LSTM ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯾﺭﻭﺁ ﺖﺳﺩ ﻪﺑ ﺮﯾﺬﭘﺭﺍﺮﮑﺗ ﺞﯾﺎﺘﻧ Keras ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻟﺎﺒﻧﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﺘﻬﺟ ﻭﺩ LSTM ﮏﯾ ﻪﻧﻮﮕﭼ

ﺮﯿﻐﺘﻣ ﻝﻮﻃ ﺎﺑ ﯼﺩﻭﺭﻭ ﯼﺎﻫ ﯽﻟﺍﻮﺗ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻟﺍﻮﺗ ﯽﻨﯿﺑﺶﯿﭘ ﻞﺋﺎﺴﻣ ﺭﺩ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯽﻧﺎﻣﺯ ﯼﺎﻫﻡﺎﮔ ﻪﺑ ﯽﮔﺪﯿﺳﺭ

ﻥﺎﻣﺯ ﯽﻃ ﺯﺍ ﺲﭘ ﺭﺎﺸﺘﻧﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

LSTM ﺎﺑ ﯽﻧﻻﻮﻃ ﺭﺎﯿﺴﺑ ﯼﺎﻫﯽﻟﺍﻮﺗ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﯽﯾﺎﻫﮏﯿﻨﮑﺗ

Keras ﺭﺩ ﻩﺪﺷ ﻩﺎﺗﻮﮐ BPTT ﯼﺍﺮﺑ ﯽﻟﺍﻮﺗ ﯽﻨﯿﺑﺶﯿﭘ ﻪﯿﻬﺗ ﻩﻮﺤﻧ

ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﺎﺑ ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﻪﺟﻮﺗ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻡﺍﺩﺁ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﯼﺭﻮﺗ

ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﺱﺎﯿﻘﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﺩﺮﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺪﺒﺗ ﺮﯿﯿﻐﺗ ﺎﺑ ﺍﺭ ﻥﺩﻮﺑ ﯽﻠﺼﻓ ﻭ ﺎﻫﺪﻧﻭﺭ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻟﺎﺒﻧﺩ ﯼﺎﻫ ﻩﺩﺍﺩ ﻊﯾﺮﺳ ﯼﺭﺍﺬﮔﺪﮐ ﻩﻮﺤﻧ

؟ﺖﺴﯿﭼ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﻭ ﺖﺴﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻪﺘﺳﺩ ﻩﺯﺍﺪﻧﺍ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ ﻭ ﮏﭼﻮﮐ ﯼﺍ ﻪﺘﺳﺩ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﺖﺳﺍ ﺯﺎﯿﻧ ﺩﺭﻮﻣ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﺷﺯﻮﻣﺁ ﻩﺩﺍﺩ ﺭﺍﺪﻘﻣ ﻪﭼ

؟ﺖﺴﯿﭼ ﺮﺘﻣﺍﺭﺎﭘﺮﭙﯾﺎﻫ ﻭ ﺮﺘﻣﺍﺭﺎﭘ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

؟ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻓﺮﻃﮏﯾ ﯼﺭﺍﺬﮔﺪﮐ ﯼﺎﻫﻩﺩﺍﺩ ﺍﺮﭼ

ﺪﯿﺳﺭ ﺏﻮﺧ ﺞﯾﺎﺘﻧ ﻪﺑ ﻊﯾﺮﺳ ،ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻥﺍ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻦﺘﻓﺮﮔ ﮏﻤﮐ ﯼﺍﺮﺑ ﻩﺍﺭ 9

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﺶﯾﺎﻣﺯﺁ ﮏﯿﺗﺎﻤﺘﺴﯿﺳ ﯼﺍﺮﺟﺍ ﻭ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ ﻩﻮﺤﻧ

ﻥﻭﺯﺎﻣﺁ ﺏﻭ ﺕﺎﻣﺪﺧ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﺎﻣﺮﻓ ﻂﺧ ﻞﻤﻌﻟﺍ ﺭﻮﺘﺳﺩ 10

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Keras ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﮏﯾﺮﺘﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯾﺮﺒﺑ ﺩﻮﺧ ﯽﻟﺍﻮﺗ ﯽﻨﯿﺑ ﺶﯿﭘ ﻪﻠﺌﺴﻣ ﺭﺩ ﺎﻫLSTM ﺯﺍ ﺍﺭ ﻩﺮﻬﺑ ﻦﯾﺮﺘﺸﯿﺑ

ﺱﺍﺮﮐ ﺭﺩ LSTM ﺎﺑ ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ

Keras ﺎﺑ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺩﺭﻮﻣ ﺭﺩ ﻩﺎﺗﻮﮐ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ

ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻪﮑﺒﺷ ﻪﺘﺷﺎﺒﻧﺍ

CNN ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻪﮑﺒﺷ

ﯽﻧﻻﻮﻃ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ

ﯼﺪﯿﻟﻮﺗ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﺱﺍﺮﮐ ﺭﺩ ﺕﺪﻣ ﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫ ﻝﺪﻣ ﺎﺑ ﻪﻧﻮﮕﭼ

Keras ﺭﺩ ﺕﺪﻣﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫﻪﮑﺒﺷ ﯼﺍﺮﺑ ﯼﺩﻭﺭﻭ ﯼﺎﻫﻩﺩﺍﺩ ﻞﮑﺷ ﺮﯿﯿﻐﺗ ﻩﻮ

LSTM ﯼﺎﻫ ﻝﺪﻣ ﺐﺳﺎﻨﺗ ﻡﺪﻋ ﻭ ﺵﺯﺍﺮﺑ ﻪﻓﺎﺿﺍ ﺺﯿﺨﺸﺗ ﻩﻮﺤﻧ

ﯽﻟﺍﻮﺗ ﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

Unrolling RNN ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﺩﺭﻮﻣ ﺭﺩ ﺮﺗﺮﺑ ﯼﺎﻫ ﺏﺎﺘﮐ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻨﯿﻣﺯ ﺭﺩ ﺩﺭﻮﻔﻨﺘﺳﺍ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ ﯽﺳﺭﺮﺑ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻨﯿﻣﺯ ﺭﺩ ﺩﺭﻮﻔﺴﮐﺁ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﺮﮔﺯﺎﻏﺁ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ Transduction ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺩﺮﺑﺭﺎﮐ 7

؟ﺖﺴﯿﭼ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻋﻭ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ

scikit-learn ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻨﺘﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺭﺍﺬﮔﺪﮐ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻩﺩﺎﻣﺁ Keras ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﯽﻨﺘﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

Keras ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺩﺭﻭ ﯼﺯﺎﺳﺎﺟ ﯼﺎﻫ ﻪﯾﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Gensim ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺭﻭ ﯼﺯﺎﺳﺎﺟ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﺕﺎﻤﻠﮐ ﻒﯿﮐ ﻝﺪﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﺖﺴﯿﭼ ﻦﺘﻣ ﯼﺍﺮﺑ ﻪﻤﻠﮐ ﻪﯿﺒﻌﺗ

ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﻪﺟﻮﺗ ﻪﻧﻮﮕﭼ

(ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ) ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﯼﺍﺮﺑ ﻢﻠﯿﻓ ﺪﻘﻧ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﯿﻬﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺭﺩ ﻪﺟﻮﺗ ﺎﺑ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻦﺘﻣ ﻥﺩﺮﮐ ﮎﺎﭘ ﻩﻮﺤﻧ

ﻪﺟﻮﺗ ﺎﺑ RNN ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﯼﺭﺎﻤﻌﻣ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﯼﺎﻫﻮﮕﻟﺍ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ (ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ) ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﻮﮕﻟﺍ ﮏﯾ ﻪﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ

Keras ﺭﺩ LSTM ﯼﺍﺮﺑ ﯽﺘﺸﮔﺯﺎﺑ ﯼﺎﻫﺖﯿﻌﺿﻭ ﻭ ﺖﺸﮔﺯﺎﺑ ﯼﺎﻫﯽﻟﺍﻮﺗ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ NumPy ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﻞﮑﺷ ﺮﯿﯿﻐﺗ ﻭ ﺵﺮﺑ ،ﯼﺯﺎﺳ ﻪﯾﺎﻤﻧ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺭﺩ ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ Seq2Seq ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Keras Functional API ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

(ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ) ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﻩﺪﯿﭽﯿﭘ ﯽﺒﺼﻋ ﻪﮑﺒﺷ

ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﯽﻧﺎﻬﺟ ﻪﺟﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﺒﺼﻋ ﻥﺎﺑﺯ ﯼﺎﻫ ﻝﺪﻣ ﻭ ﯼﺭﺎﻣﺁ ﻥﺎﺑﺯ ﯼﺯﺎﺳ ﻝﺪﻣ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺭﺩ ﻪﻟﺎﺒﻧﺩ ﻪﺑ ﻪﻟﺎﺒﻧﺩ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻤﻠﮐ ﺮﺑ ﯽﻨﺘﺒﻣ ﯽﺒﺼﻋ ﻥﺎﺑﺯ ﯼﺎﻫ ﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﺮﺑ ﯽﻨﺘﺒﻣ ﯽﺒﺼﻋ ﻥﺎﺑﺯ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺎﻫ ﺲﮑﻋ ﺭﺩ ءﺎﯿﺷﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻩﺪﯾﺩ ﺵﺯﻮﻣﺁ ﺶﯿﭘ ﺯﺍ VGG ﻝﺪﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻦﺘﻣ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ ﻥﺁ ﺯﺍ ﻭ ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻪﻤﻠﮐ ﺢﻄﺳ ﺭﺩ ﯽﺒﺼﻋ ﻥﺎﺑﺯ ﻝﺪﻣ ﮏﯾ ﻪﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﺎﻫ ﺲﮑﻋ ﯼﺍﺮﺑ ﯽﻨﺘﻣ ﺕﺎﺤﯿﺿﻮﺗ ﺭﺎﮐﺩﻮﺧ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﺲﮑﻋ ﺡﺮﺷ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻪﯿﻬﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻩﺩﺎﻣﺁ ﺕﺪﻣﻩﺎﺗﻮﮐ ﻪﻈﻓﺎﺣ ﯼﺎﻫﻪﮑﺒﺷ ﯼﺍﺮﺑ ﺍﺭ ﻩﺮﯿﻐﺘﻣ ﮏﺗ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫu20

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﺘﻣ ﯼﺍﺮﺑ BLEU ﺯﺎﯿﺘﻣﺍ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺲﯾﻮﻧﺮﯾﺯ ﺪﯿﻟﻮﺗ ﯼﺎﻫﻝﺪﻣ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍﻪﻣﺪﻘﻣ

Keras ﺭﺩ ﺡﺮﺷ ﺪﯿﻟﻮﺗ ﻝﺪﻣ ﮏﯾ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﮏﭼﻮﮐ ﯼﺎﻫﺶﯾﺎﻣﺯﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻦﺘﻣ ﯼﺯﺎﺳ ﻪﺻﻼﺧ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﺘﻣ ﯼﺯﺎﺳ ﻪﺻﻼﺧ ﯼﺍﺮﺑ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ

ﻢﯿﻨﮐ ﻩﺩﺎﻣﺁ ﻦﺘﻣ ﯼﺯﺎﺳ ﻪﺻﻼﺧ ﯼﺍﺮﺑ ﺍﺭ ﯼﺮﺒﺧ ﺕﻻﺎﻘﻣ ﻪﻧﻮﮕﭼ

؟ﺖﺴﯿﭼ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﻢﻠﻌﻣ ﺭﺎﺒﺟﺍ

Keras ﺭﺩ ﻦﺘﻣ ﯼﺯﺎﺳ ﻪﺻﻼﺧ ﯼﺍﺮﺑ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﯼﺎﻫ ﻝﺪﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﻮﯿﺳﺮﮔﺭ ﻭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻝﺪﻣ ﮏﯾ ﻢﺴﺠﺗ ﻩﻮﺤﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻣﻮﻬﻔﻣ ﺶﻧﺍﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﯼﺭﺎﺠﻔﻧﺍ ﯼﺎﻫ ﻥﺎﯾﺩﺍﺮﮔ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻟﺎﻘﺘﻧﺍ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﺖﺳﺍ ﺖﺨﺳ ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺍﺮﭼ

ﻮﺠﺘﺴﺟ ﻞﮑﺸﻣ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻡﺎﻏﺩﺍ ﻭ ﻖﯾﺭﺰﺗ ﯼﺎﺸﮔﺰﻣﺭ-ﺭﺩﻮﮑﻧﺍ ﯼﺎﻫﻝﺪﻣ ﺎﺑ ﻦﺸﭙﮐ ﺩﺎﺠﯾﺍ

ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫﻝﺪﻣ

ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ ﺎﺸﮔﺰﻣﺭ-ﺭﺍﺬﮔﺰﻣﺭ ﻝﺪﻣ ﮏﯾ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ ﻮﺗﺮﭘ ﯼﻮﺠﺘﺴﺟ ﯼﺎﺸﮔﺰﻣﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻩﺩﺎﻣﺁ ﯽﻨﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ ﯽﺴﯿﻠﮕﻧﺍ ﻪﺑ ﯼﻮﺴﻧﺍﺮﻓ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻟﺎﻧﺎﮐ ﺪﻨﭼ CNN ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

scikit-learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺪﯿﻟﻮﺗ ﻩﻮﺤﻧ

macOS ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ XGBoost ﺐﺼﻧ ﻩﻮﺤﻧ

ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﯽﺘﯾﺎﺳ ﺪﻨﭼ ﻭ ﯼﺍﻪﻠﺣﺮﻣ ﺪﻨﭼ ،ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﻞﮑﺸﻣ

ﺲﮐﻮﻨﯿﻟ ﺭﻭﺮﺳ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ

؟ﺪﻨﻨﮐ ﯽﻣ ﺭﺎﮐ ﺪﯾﺪﺟ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﻭﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺍﺮﭼ

ﯽﻄﺧ ﺮﺒﺟ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻞﯿﻟﺩ 5

ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫﺭﺍﺩﺮﺑ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺭﺍﺩﺮﺑ ﯼﺎﻫﺭﺎﺠﻨﻫ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﺴﯾﺮﺗﺎﻣ ﺕﺎﺒﺳﺎﺤﻣ ﻭ ﺎﻫ ﺲﯾﺮﺗﺎﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﻉﺍﻮﻧﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺲﯾﺮﺗﺎﻣ ﺕﺎﯿﻠﻤﻋ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

NumPy ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫﺭﻮﺴﻧﺎﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺲﯾﺮﺗﺎﻣ ﯼﺯﺎﺳﺭﻮﺘﮐﺎﻓ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﮋﯾﻭ ﯼﺎﻫﺭﺍﺩﺮﺑ ﻭ ﻩﮋﯾﻭ ﺮﯾﺩﺎﻘﻣ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﺗﺮﺑ ﻊﺑﺎﻨﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ ﺐﻠﻘﺗ ﻪﮔﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ SVD ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

NumPy ﺎﺑ ﺲﻧﺎﯾﺭﺍﻭﻮﮐ ﻭ ﺲﻧﺎﯾﺭﺍﻭ ،ﺭﺎﻈﺘﻧﺍ ﺩﺭﻮﻣ ﺵﺯﺭﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ (PCA) ﯽﻠﺻﺍ ﯼﺍﺰﺟﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﯽﻄﺧ ﺮﺒﺟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﻞﺣ ﻩﻮﺤﻧ

ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ ﯽﻄﺧ ﺮﺒﺟ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﯽﻓﺮﺧﺰﻣ ﯼﺎﻤﻨﻫﺍﺭ ﭻﯿﻫ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻄﺧ ﺮﺒﺟ ﺯﺍ ﻝﺎﺜﻣ 10

NumPy ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﺎﺑ ﺶﺨﭘ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺪﻨﮐﺍﺮﭘ ﯼﺎﻫ ﺲﯾﺮﺗﺎﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ

ﻥﺍﺭﺍﺬﮔﺪﮐ ﯼﺍﺮﺑ ﯽﺗﺎﺒﺳﺎﺤﻣ ﯽﻄﺧ ﺮﺒﺟ ﯽﺳﺭﺮﺑ

(ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻄﺧ ﺮﺒﺟ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﺿﺎﯾﺭ ﯼﺭﺍﺬﮔ ﺖﻣﻼﻋ ﯽﻧﺎﺒﻣ

؟ﺪﺷﺎﺑ ﺖﺨﺳ ﺭﺪﻘﻧﺁ ﺪﯾﺎﺒﻧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺍﺮﭼ

(ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ ﺯﺍ :ﻪﺘﮑﻧ) ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 165 ﺭﺩ ﻢﺘﯾﺭﻮﮕﻟﺍ 13 ﻪﺴﯾﺎﻘﻣ

ﻢﯿﻨﮐ ﺮﮑﻓ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﺑ ﻪﻧﻮﮕﭼ

..ﺪﯿﺘﺴﻫ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻞﮑﺸﻣ ﮏﯾ ﯼﻭﺭ ﺮﺑ ﺭﺎﮐ ﻝﺎﺣ ﺭﺩ ﺎﻤﺷ ،ﻦﯾﺍﺮﺑﺎﻨﺑ

ﻢﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ scikit-learn ﺎﺑ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻌﺳﻮﺗ ﻂﯿﺤﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺩﺪﻋ ﻞﺑﺎﻘﻣ ﺭﺩ ﯽﻠﯿﻠﺤﺗ ﯼﺎﻫ ﻞﺣ ﻩﺍﺭ

ﺪﯾﺮﺒﺑ ﺍﺭ ﻩﺮﻬﺑ ﻦﯾﺮﺘﺸﯿﺑ ﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﻪﻧﻮﮕﭼ

(ﻥﺁ ﺩﺭﻮﻣ ﺭﺩ ﺩﺮﮐ ﺪﯾﺎﺑ ﻪﭼ ﻭ) ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﻖﺑﺎﻄﺗ ﻡﺪﻋ ﻞﮑﺸﻣ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﯽﺑﻮﺧ ﺩﺮﮑﻠﻤﻋ ﺎﻤﺷ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﻢﯿﻤﻬﻔﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﺪﻟﻮﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺎﺘﻓﺍﺭﻭﺩ ﺩﺭﺍﻮﻣ ﻑﺬﺣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﯿﻐﺘﻣ ﻦﯿﺑ ﯽﮕﺘﺴﺒﻤﻫ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﯼﺩﺎﻋ ﻪﺻﻼﺧ ﺭﺎﻣﺁ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﮒﺭﺰﺑ ﺩﺍﺪﻋﺍ ﻥﻮﻧﺎﻗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺰﮐﺮﻣ ﺪﺣ ﻪﯿﻀﻗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺭﺎﻣﺁ ﯼﺎﻫ ﺏﺎﺘﮐ

ﯼﺮﺘﻣﺍﺭﺎﭘﺎﻧ ﺭﺎﻣﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺩﻮﺑ ﻝﺎﻣﺮﻧ ﯼﺎﻫ ﺖﺴﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯼﺭﺎﻣﺁ ﯼﺎﻫ ﻪﯿﺿﺮﻓ ﻥﻮﻣﺯﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮏﯾﺮﺘﻣﺍﺭﺎﭘﺎﻧ ﯼﺭﺎﻣﺁ ﻪﯿﺿﺮﻓ ﯼﺎﻫ ﻥﻮﻣﺯﺁ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮏﯾﺮﺘﻣﺍﺭﺎﭘ ﯼﺭﺎﻣﺁ ﻪﯿﺿﺮﻓ ﯼﺎﻫ ﻥﻮﻣﺯﺁ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﯼﺩﺎﻋ ﻊﯾﺯﻮﺗ ﺎﺑ ﺮﺘﻬﺑ ﺐﺳﺎﻨﺗ ﻪﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

k-fold ﻊﻃﺎﻘﺘﻣ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﭖﺮﺘﺳﺍ ﺕﻮﺑ ﺵﻭﺭ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﺎﻨﯿﻤﻃﺍ ﻞﺻﺍﻮﻓ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻨﯿﺑ ﺶﯿﭘ ﻞﺻﺍﻮﻓ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺭﺎﻣﺁ ﻞﻤﺤﺗ ﻞﺻﺍﻮﻓ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻨﯿﻤﺨﺗ ﺭﺎﻣﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﯼﺎﻫ ﺵﻭﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯼﺭﺎﻣﺁ ﯼﺎﻫ ﻩﺩﺍﺩ ﻊﯾﺯﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺭﺎﻣﺁ ﯼﺎﻫ ﻪﯿﺿﺮﻓ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺑ ﯽﻧﺍﺮﺤﺑ ﺮﯾﺩﺎﻘﻣ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﺩﺪﺠﻣ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ ﻭ ﯼﺭﺎﻣﺁ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺍﺮﺑ ﯼﺩﺪﻋ 5 ﻪﺻﻼﺧ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Chi-Squared ﻥﻮﻣﺯﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻢﺘﯾﺭﻮﮕﻟﺍ ﻪﺴﯾﺎﻘﻣ ﯼﺍﺮﺑ ﯼﺭﺎﻣﺁ ﺖﯿﻤﻫﺍ ﯼﺎﻫﻥﻮﻣﺯﺁ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺪﺷ ﻝﺮﺘﻨﮐ ﯼﺎﻫ ﺶﯾﺎﻣﺯﺁ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﮏﯾ ﺭﺩ ﯼﺭﺎﻣﺁ ﯼﺎﻫ ﺵﻭﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ ﺯﺍ ﻝﺎﺜﻣ 10

؟(ﺖﺳﺍ ﻢﻬﻣ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺍﺮﭼ ﻭ) ﺖﺴﯿﭼ ﺭﺎﻣﺁ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﯼﺩﺮﺑﺭﺎﮐ ﺭﺎﻣﺁ ﻦﯿﺑ ﮏﯾﺩﺰﻧ ﻪﻄﺑﺍﺭ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ ﺭﺎﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﺪﯿﻟﻮﺗ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﯽﺴﯿﻠﮕﻧﺍ ﻥﺎﺑﺯ ﻪﺑ ﺭﺎﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﺘﻣﺍﺭﺎﭘﺎﻧ ﻪﺒﺗﺭ ﯽﮕﺘﺴﺒﻤﻫ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺛﺍ ﻩﺯﺍﺪﻧﺍ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﻣﺁ ﻥﺍﻮﺗ ﻭ ﺕﺭﺪﻗ ﻞﯿﻠﺤﺗ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫﺭﺎﻣﺁ ﻪﻤﻫ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺪﻨﻨﮐ ﺵﻭﺪﺨﻣ ﯼﺎﻫﺮﯿﻐﺘﻣ ﻪﺑ ﻦﺘﺧﺍﺩﺮﭘ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﯽﻓﺩﺎﺼﺗ ﺶﻘﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑﻪﻘﺒﻃ ﻭﺩ ﻪﺴﯾﺎﻘﻣ ﯼﺍﺮﺑ ﺭﺎﻤﻧ ﮏﻣ ﺖﺴﺗ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺭﺩ ﺎﻫ ﻩﺮﮔ ﻭ ﺎﻫ ﻪﯾﻻ ﺩﺍﺪﻌﺗ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ t Student ﻥﻮﻣﺯﺁ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ

(ﻩﺯﻭﺭ 7 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺭﺎﻣﺁ

(ﺐﻠﻘﺗ ﮒﺮﺑ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﮏﯿﺳﻼﮐ ﺵﻭﺭ ۱۱

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﻞﺋﺎﺴﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻪﻧﺍﺮﻫﺎﻣ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯽﯾﺎﻬﻧ ﻝﺪﻣ ﺭﺩ ﺲﻧﺎﯾﺭﺍﻭ ﺶﻫﺎﮐ ﻩﻮﺤﻧ

(ﺐﻠﻘﺗ ﮒﺮﺑ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﻣﺁ ﻪﯿﺿﺮﻓ ﻥﻮﻣﺯﺁ 17

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ SARIMA ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﯾﺎﻤﻧ ﯼﺯﺎﺳﺭﺍﻮﻤﻫ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﺞﯾﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻩﺩﺍﺩ ﻞﯾﺪﺒﺗ 4

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ GARCH ﻭ ARCH ﺎﺑ ﺕﺎﻧﺎﺳﻮﻧ ﯼﺯﺎﺳ

ﺪﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﺍﺭ ﻪﺘﺴﺑ ﺎﯾ ﺯﺎﺑ ﺺﺨﺷ ﻥﺎﻤﺸﭼ ﯼﺰﻐﻣ ﺝﺍﻮﻣﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﯽﻄﯿﺤﻣ ﻞﻣﺍﻮﻋ ﺱﺎﺳﺍ ﺮﺑ ﻕﺎﺗﺍ ﻝﺎﻐﺷﺍ ﯽﻨﯿﺑ ﺶﯿﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻖﯿﻗﺩ ﻥﺍﻮﺧﺍﺮﻓ ﯼﺎﻫﯽﻨﺤﻨﻣ ﻭ ROC ﯼﺎﻫﯽﻨﺤﻨﻣ ﺯﺍ

ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ scikit-learn ﺎﺑ ﻩﺪﺷ ﻩﺮﺒﯿﻟﺎﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻝﺪﻣ ﮏﯾ ﺯﺍ ﯽﻧﺎﻣﺯ ﻪﭼ ﻭ ﻪﻧﻮﮕﭼ

(ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﻤﺘﺣﺍ ﯽﻫﺩﺯﺎﯿﺘﻣﺍ ﯼﺎﻫﺵﻭﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍﻪﻣﺪﻘﻣ

ﺍﻮﻫ ﯽﮔﺩﻮﻟﺁ ﯼﺎﻫﺯﻭﺭ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﯽﻟﺎﻤﺘﺣﺍ ﯽﻨﯿﺑﺶﯿﭘ ﻝﺪﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎﺑ ﯽﻠﺧﺍﺩ ﺖﮐﺮﺣ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﯽﻧﺎﺴﻧﺍ ﺖﯿﻟﺎﻌﻓ ﺺﯿﺨﺸﺗ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻞﮑﺸﻣ ﮏﯾ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺍ ﻪﻄﻘﻧ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﺏﻮﭼﺭﺎﭼ ﮏﯾ ﻪ

ﺪﻨﻤﺷﻮﻫ ﯼﺎﻫ ﯽﺷﻮﮔ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﯽﻧﺎﺴﻧﺍ ﺖﯿﻟﺎﻌﻓ ﯼﺯﺎﺳ ﻝﺪﻣ ﻩﻮﺤﻧ

ﯽﻧﺎﺴﻧﺍ ﯼﺎﻫ ﺖﯿﻟﺎﻌﻓ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ

ﯽﻧﺎﺴﻧﺍ ﯼﺎﻫ ﺖﯿﻟﺎﻌﻓ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﯼﺪﻌﺑ 1 ﮏﯿﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ

LSTMs ﯽﻧﺎﺴﻧﺍ ﯼﺎﻫ ﺖﯿﻟﺎﻌﻓ ﺺﯿﺨﺸﺗ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ

ﯽﻧﺎﺴﻧﺍ ﯼﺎﻫ ﺖﯿﻟﺎﻌﻓ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ

ﯽﮕﻧﺎﺧ ﻕﺮﺑ ﻑﺮﺼﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﻭﺎﮐ ﻭ ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﯽﮕﻧﺎﺧ ﻕﺮﺑ ﻑﺮﺼﻣ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺡﻮﻟ ﻩﺩﺎﺳ ﯼﺎﻫ ﻝﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ

ﯽﮕﻧﺎﺧ ﻕﺮﺑ ﻑﺮﺼﻣ ﯼﺍﺮﺑ ﻥﻮﯿﺳﺮﮔﺭﺩﻮﺧ ﯽﻨﯿﺑﺶﯿﭘ ﻝﺪﻣ

ﻕﺮﺑ ﻑﺮﺼﻣ ﯼﺍﺮﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﯼﺍﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿ

ﯼﺍ ﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ

ﻕﺮﺑ ﻑﺮﺼﻣ ﯼﺍﺮﺑ ﯼﺍﻪﻠﺣﺮﻣ ﺪﻨﭼ LSTM ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺎﻫﻝﺪﻣ

ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﯼﺍ ﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺵﻭﺎﮐ ﻭ ﻢﺴﺠﺗ ،ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﯽﺘﯾﺎﺳ ﺪﻨﭼ ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﺍﻮﻫ ﯽﮔﺩﻮﻟﺁ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻪﯾﺎﭘ ﯼﺎﻫﯽﻨﯿﺑu

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺍﻮﻫ ﯽﮔﺩﻮﻟﺁ ﯼﺍﺮﺑ ﯼﺍﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺎﻫ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺍﻮﻫ ﯽﮔﺩﻮﻟﺁ ﯼﺍﺮﺑ ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﯼﺍﻪﻠﺣﺮﻣ ﺪﻨﭼ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻪﻧﺎﮔ ﻪﺳ ﯽﯾﺎﻤﻧ ﯼﺯﺎﺳﺭﺍﻮﻤﻫ ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﻩ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ SARIMA ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﻩﻮﺤﻧ

ﻩﺮﯿﻐﺘﻣ ﮏﺗ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﯼﺎﻫ ﺵﻭﺭ ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﻩﻮﺤﻧ

ﻩﺮﯿﻐﺘﻣ ﮏﺗ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﮏﯿﺳﻼﮐ ﯼﺎﻫﻢﺘﯾﺭﻮﮕﻟﺍ ﻪﺴﯾ

ﺭﺩﺎﻧ ﯼﺎﻫﺩﺍﺪﯾﻭﺭ ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ LSTM ﻝﺪﻣ ﯼﺭﺎﻤﻌﻣ

LSTM ﺭﺎﮐﺩﻮﺧ ﯼﺎﻫﺭﺍﺬﮔﺰﻣﺭ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

Keras ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ TimeseriesGenerator ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻪﯾﻻﺪﻨﭼ ﻥﻭﺮﺘﭙﺳﺮﭘ ﯼﺎﻫ ﻝﺪﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺍﺭ LSTM ﯼﺎﻫ ﻝﺪﻣ ﻪﻧﻮﮕﭼ

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﯼﺍﻪﮑﺒﺷ ﯼﻮﺠﺘﺴ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺵﺯﺍﺮﺑ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﻥﺯﻭ ﻢﯿﻈﻨﺗ ﺯﺍ

Keras ﺭﺩ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻝﺎﺼﺗﺍ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﻥﺯﻭ ﺶﻫﺎﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﺯﻭ ﯼﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻫﺩ ﺶﻫﺎﮐ ﺍﺭ ﺵﺯﺍﺮﺑ ﺪﺣ ﺯﺍ ﺶﯿﺑ ،Keras ﺭﺩ ﻥﺯﻭ ﯼﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﯼﺯﺎﺳ ﻢﻈﻨﻣ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻫﺩ ﺶﻫﺎﮐ Keras ﺭﺩ ﺖﯿﻟﺎﻌﻓ ﻢﯿﻈﻨﺗ ﺎﺑ ﺍﺭ ﻢﯿﻤﻌﺗ ﯼﺎﻄﺧ ﻪﻧﻮﮕﭼ

ﻖﯿﻤﻋ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﻥﺩﺮﮐ ﻢﻈﻨﻣ ﯼﺍﺮﺑ ﻞﯿﺼﺤﺗ ﮎﺮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺩﺍﺩ ﺶﻫﺎﮐ ﺱﺍﺮﮐ ﺭﺩ ﺝﻭﺮﺧ ﻥﺩﺮﮐ ﻢﻈﻨﻣ ﺎﺑ ﺍﺭ ﺵﺯﺍﺮﺑ ﻪﻓﺎﺿﺍ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﻦﯾﺮﻤﺗ ﺯﺍ ﯼﺮﯿﮔﻮﻠﺟ ﯼﺍﺮﺑ ﻡﺎﮕﻨﻫﺩﻭﺯ ﻒﻗﻮﺗ ﯼﺍﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺐﺳﺎﻨﻣ ﻥﺎﻣﺯ ﺭﺩ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﻒﻗﻮﺗ ﯼﺍﺮﺑ ﻡﺎﮕﻨﻫﺩﻭﺯ ﻒﻗﻮﺗ ﺯﺍ

ﺵﺯﺍﺮﺑ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﺰﯾﻮﻧ ﺎﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ

ﺪﯿﺸﺨﺑ ﺩﻮﺒﻬﺑ ﺰﯾﻮﻧ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﺎﺑ ﺍﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﻡﺎﮑﺤﺘﺳﺍ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺮﯿﮔﻮﻠﺟ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﺵﺯﺍﺮﺑ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫﻪﮑﺒﺷ ﯼﺍﺮﺑ ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺵﻭﺭ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺯﺍ ﯽﻔﯿﮐ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺲﻧﺎﯾﺭﺍﻭ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﯽﻘﻓﺍ ﯼﺮﯿﮔ ﯼﺍﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﯽﻧﺯﻭ ﻦﯿﮕﻧﺎﯿﻣ ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ Stacking ﻪﻋﻮﻤﺠﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﻭ ﺕﺭﺎﻬﻣ ﯼﺎﻫﺩﺭﻭﺁﺮﺑ ﺮﺑ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻩﺯﺍﺪﻧﺍ ﺮﯿﺛﺄﺗ

Snapshot Ensemble ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﻪﮑﺒﺷ

(ﮎﺎﯿﻟﻮﭘ ﯼﺯﺎﺳ ﻦﯿﮕﻧﺎﯿﻣ) ﺱﺍﺮﮐ ﺭﺩ ﻪﻋﻮﻤﺠﻣ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻝﺪﻣ ﻥﺯﻭ

(ReLU) ﻩﺪﺷ ﺡﻼﺻﺍ ﯽﻄﺧ ﺪﺣﺍﻭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﻑﺮﻃﺮﺑ ﺍﺭ ﺪﯾﺪﭘﺎﻧ ﺐﯿﺷ ﻞﮑﺸﻣ ReLU ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﺷﺎﺑ ﻪﺘﺷﺍﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺎﮔﺪﻨﻨﮐﻦﯾﺮﻤﺗ ﯼﺍﺮﺑ ﺪﯾﺎﺑ ﻪﮐ ﯽﺑﺎﺘﮐ 3

ﻖﯿﻤﻋ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﯼﺍ ﻪﺘﺳﺩ ﯼﺯﺎﺳ ﯼﺩﺎﻋ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

(ﯽﺳﺭﺮﺑ) ﻥﺎﺴﯾﻮﻧﺪﮐ ﯼﺍﺮﺑ ﯽﻠﻤﻋ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ

ﯼﺍ ﻪﺘﺳﺩ ﯼﺯﺎﺳ ﻝﺎﻣﺮﻧ ﺎﺑ ﻖﯿﻤﻋ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺮﯿﮔﺩﺎﯾ ﻊﯾﺮﺴﺗ ﻩﻮﺤﻧ

ﯼﺍ ﻪﺘﺳﺩ ﻩﺯﺍﺪﻧﺍ ﺎﺑ ﯽﺷﺯﻮﻣﺁ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺭﺍﺪﯾﺎﭘ ﻝﺮﺘﻨﮐ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﻡﺎﮕﻨﻫ ﯼﺮﯿﮔﺩﺎﯾ ﺥﺮﻧ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﮎﺭﺩ ﺍﺭ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﺩﺮﮑﻠﻤﻋ ﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﺥﺮﻧ ﺮﯿﺛﺎﺗ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻭ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻊﺑﺍﻮﺗ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﻡﺎﮕﻨﻫ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻊﺑﺍﻮﺗ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫﻪﮑﺒﺷ ﺭﺩ ﻪﻧﺎﺼﯾﺮﺣ ﯼﺍﻪﯾﻻ ﺵﺯﻮﻣﺁﺶﯿﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺪﺸﺨﺑ ﯽﻣ ﺩﻮﺒﻬﺑ ﺍﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﻭ ﺕﺎﺒﺛ ،ﺎﻫ ﻩﺩﺍﺩ ﺱﺎﯿﻘﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﯼﺮﯿﮔﻮﻠﺟ ﻥﺎﯾﺩﺍﺮﮔ ﺵﺮﺑ ﺎﺑ ﺎﻫ ﻥﺎﯾﺩﺍﺮﮔ ﺭﺎﺠﻔﻧﺍ ﺯﺍ ﻪﻧﻮﮕﭼ

ﺪﯿﺸﺨﺑ ﺩﻮﺒﻬﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﻝﺎﻘﺘﻧﺍ ﺵﺯﻮﻣﺁ ﺎﺑ ﺍﺭ ﺩﺮﮑﻠﻤﻋ ﻥﺍﻮﺗ ﯽﻣ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﻦﯿﻟﻭﺍ

ﺮﺘﻬﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﺑﻮﭼﺭﺎﭼ

ﺎﻫ ﻪﯾﻻ ﻭ ﺎﻫ ﻩﺮﮔ ﺎﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻝﺪﻣ ﺖﯿﻓﺮﻇ ﻝﺮﺘﻨﮐ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﺵﺯﻮﻣﺁ ﺶﻟﺎﭼ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

(ﻩﺯﻭﺭ 7 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻢﯿﺑﺎﯾ ﺖﺳﺩ ﯼﺮﺘﻬﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺞﯾﺎﺘﻧ ﻪﺑ ﻪﻧﻮﮕﭼ

ﺕﺭﺎﺠﺗ ﯼﺎﻫﺪﻨﻓﺮﺗ :ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯽﺳﺭﺮﺑ

ﺮﺘﻬﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﺭﺎﺸﺘﻧﺍ ﺲﭘ ﯼﺪﻨﺑﺮﮑﯿﭘ ﯼﺍﺮﺑ ﺪﻨﻓﺮﺗ 8

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﻥﺎﺼﺼﺨﺘﻣ ﯼﺍﺮﺑ ﯽﯾﺎﻫ ﻪﯿﺻﻮﺗ

ﻢﯿﻨﮐ ﻊﻓﺭ scikit-learn ﺭﺩ ﺍﺭ FutureWarning ﯼﺎﻫ ﻡﺎﯿﭘ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﯽﻨﺤﻨﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﺖﺨﺳ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﺍﺮﭼ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﯿﺿﺮﻓ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﮕﺘﺴﯾﺎﺷ ﺢﻄﺳ 3

ﺪﯿﻫﺩ ﻥﺎﺸﻧ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻪﯿﻟﻭﺍ ﯼﺎﻫ ﺕﺭﺎﻬﻣ ﻪﻧﻮﮕﭼ

ﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﯽﮕﺘﺴﯾﺎﺷ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﯼﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺩﺮﺑﺭﺎﮐ 9

ﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﺏﺎﺘﮐ 8

(ﯼﺭﻭﺮﻣ) DeepLearning.AI ﻝﺎﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ

ﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

(ﯼﺭﻭﺮﻣ) ﯼﺮﺼﺑ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﺩﺭﻮﻔﻨﺘﺳﺍ ﻝﺎﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ

PIL/Pillow ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﯾﻭﺎﺼﺗ ﯼﺭﺎﮑﺘﺳﺩ ﻭ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺱﺎﯿﻘﻣ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺮﯾﻮﺼﺗ ﻞﺴﮑﯿﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﯽﺘﺳﺩ ﺕﺭﻮﺻ ﻪﺑ ﻪﻧﻮﮕﭼ

ﯼﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻋﻭ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

CNN ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻞﺴﮑﯿﭘ ﯼﺪﻨﺑ ﺱﺎﯿﻘﻣ ﯼﺎﻫ ﺵﻭﺭ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

Keras API ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﻩﺮﯿﺧﺫ ﻭ ﻞﯾﺪﺒﺗ ،ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

Keras ﺭﺩ ﺮﯾﻮﺼﺗ ﯼﺎﻫ ﻞﺴﮑﯿﭘ ﻥﺩﺮﮐ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻭ ﺖﯾﺰﮐﺮﻣ ،ﯼﺯﺎﺳ ﯼﺩﺎﻋ ﻩﻮﺤﻧ

ﺮﺧﺁ-ﻝﺎﻧﺎﮐ ﻭ ﻝﻭﺍ ﺮﯾﻮﺼﺗ ﯼﺎﻫ ﺖﻣﺮﻓ-ﺎﻫ ﻝﺎﻧﺎﮐ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

Keras ﺎﺑ ﻥﮋﯾﻭ ﺮﺗﻮﯿﭙﻣﺎﮐ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻢﺴﺠﺗ ﻭ ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ (ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﯼﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻪﻧﻮﮕﭼ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺯﺍ ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ

Keras ﺭﺩ ﺮﯾﻮﺼﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﺶﯾﺍﺰﻓﺍ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺮﺘﻬﺑ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺖﺴﺗ ﻥﺎﻣﺯ ﺶﯾﺍﺰﻓﺍ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﺪﻨﻨﮐ ﯽﻣ ﺭﺎﮐ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﻪﻧﻮﮕﭼ Convolutional ﯼﺎﻫ ﻪﯾﻻ

ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫﻪﮑﺒﺷ ﯼﺍﺮﺑ stride ﻭ padding ﺮﺑ ﻢﯾﻼﻣ ﯼﺍﻪﻣﺪﻘﻣ

ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﺎﻫ ﻪﯾﻻ ﻡﺎﻏﺩﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻝﺪﻣ ﯼﺎﻫ ﯼﺭﻭﺁﻮﻧ

Keras ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ResNet ﻭ VGG، Inception ﯼﺎﻫ ﻝﻭﮊﺎﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻝﺪﻣ ﯽﮔﺪﯿﭽﯿﭘ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ 1x1 ﯼﺎﻫ ﯽﮔﺪﯿﭽﯿﭘ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ImageNet (ILSVRC) ﺶﻟﺎﭼ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

CNN ﯼﺍﺮﺑ ﺮﯾﻮﺼﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﻮﻘﺗ ﻭ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﯼﺍﺮﺑ ﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ

ﻦﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﯽﮔﮋﯾﻭ ﯼﺎﻫ ﻪﺸﻘﻧ ﻭ ﺎﻫﺮﺘﻠﯿﻓ ﻢﺴﺠﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ MNIST ﺲﯾﻮﻧﺖﺳﺩ ﻢﻗﺭ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺍﺮﺑ CNN ﮏﯾ ﻪﻧﻮﮕﭼ

MNIST-ﺪﻣ ﺱﺎﺒﻟ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ CNN ﻖﯿﻤﻋ ﺵﺯﻮﻣﺁ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ CIFAR-10 ﺲﮑﻋ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ CNN ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﮋﯾﻭ ﯼﺮﺗﻮﯿﭙﻣﺎﮐ ﯼﺎﻫ ﻝﺪﻣ ﺎﺑ ﺱﺍﺮﮐ ﺭﺩ ﻝﺎﻘﺘﻧﺍ ﺵﺯﻮﻣﺁ

(ﺪﺻﺭﺩ 97 ﺖﻗﺩ ﺎﺑ) ﻪﺑﺮﮔ ﻭ ﮓﺳ ﯼﺎﻫ ﺲﮑﻋ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻩﻮﺤﻧ

ﻥﻭﺯﺎﻣﺁ ﯼﺎﻫ ﻞﮕﻨﺟ ﯼﺍ ﻩﺭﺍﻮﻫﺎﻣ ﯼﺎﻫ ﺲﮑﻋ ﯽﺒﺴﭼﺮﺑ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﺎﯿﺷﺍ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺎﻫ ﺲﮑﻋ ﺭﺩ ءﺎﯿﺷﺍ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ Keras ﺭﺩ Mask R-CNN ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Keras ﺭﺩ YOLOv3 ﺎﺑ ﺎﯿﺷﺍ ﺺﯿﺨﺸﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﺵﺯﻮﻣﺁ Keras ﺎﺑ ﺍﺭ ﯽﺷ ﺺﯿﺨﺸﺗ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

Keras ﺭﺩ VGGFace2 ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ Keras ﺭﺩ FaceNet ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﺕﺎﺷ ﮏﺗ ﺵﺯﻮﻣﺁ

GAN ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻊﺑﺎﻨﻣ ﻦﯾﺮﺘﻬﺑ

(GAN) ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﯿﮕﻤﺸﭼ ﺩﺮﺑﺭﺎﮐ 18

(GAN) ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺭﺍﺪﯾﺎﭘ ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﺭﺍﺪﯾﺎﭘ ﯼﺎﻫ ﻝﺪﻣ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ Keras ﺭﺩ GAN ﮏﻫ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

Keras ﺭﺩ Conv2DTranspose ﻭ UpSampling2D ﯼﺎﻫ ﻪﯾﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ Keras ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ ﯼﺪﻌﺑ 1 ﺪﻟﻮﻣ ﻦﻤﺷﺩ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺲﮑﻋ ﺡﺮﺷ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﮏﯾ ﺍﺪﺘﺑﺍ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ MNIST ﺲﯾﻮﻧﺖﺳﺩ ﻡﺎﻗﺭﺍ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ GAN ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ CIFAR10 ﮏﭼﻮﮐ ﯽﮕﻧﺭ ﯼﺎﻫ ﺲﮑﻋ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ GAN ﮏﯾ ﻪﻧﻮﮕﭼ

ﻩﺮﻬﭼ ﺪﯿﻟﻮﺗ ﻡﺎﮕﻨﻫ GAN ﻥﺎﻬﻨﭘ ﯼﺎﻀﻓ ﺭﺩ ﺵﻭﺎﮐ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ (cGAN) ﯽﻃﺮﺷ GAN ﮏﯾ ﻪﻧﻮﮕﭼ

GAN ﯽﺑﺍﺮﺧ ﯼﺎﻫ ﺖﻟﺎﺣ ﺺﯿﺨﺸﺗ ﻭ ﯽﯾﺎﺳﺎﻨﺷ ﻩﻮﺤﻧ

ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﯽﺘﺸﮔ

(ﻩﺯﻭﺭ 7 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﺪﻟﻮﻣ ﻪﻧﺎﻤﺼﺧ ﯼﺎﻫ ﻪﮑﺒﺷ ﺎﺑ ﻉﻭﺮﺷ ﻩﻮﺤﻧ

ﺭﺮﺿ ﻊﺑﺍﻮﺗ ﻭ GAN ﯽﺷﺯﻮﻣﺁ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ

ﺪﻟﻮﻣ ﻪﻧﺎﻤﺼﺧ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ Wasserstein Loss ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ Wasserstein (WGAN) ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

Keras ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ GAN (AC-GAN) ﯽﮑﻤﮐ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑﻪﻘﺒﻃ ﮏﯾ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺭﺩ (InfoGAN) ﺕﺎﻋﻼﻃﺍ ﻥﺪﻧﺎﺳﺭ ﺮﺜﮐﺍﺪﺣ ﻪﺑ GAN ﮏﯾ ﻪﻧﻮﮕﭼ

Keras ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ (SGAN) ﻩﺪﺷ ﺕﺭﺎﻈﻧ ﻪﻤﯿﻧ GAN ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺱﺍﺮﮐ ﺭﺩ (LSGAN) ﺕﺎﻌﺑﺮﻣ ﻞﻗﺍﺪﺣ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﻢﺻﺎﺨﺘﻣ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

Pix2Pix ﺪﻟﻮﻣ ﻪﻧﺎﻤﺼﺧ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

Keras ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ Pix2Pix GAN ﯼﺎﻫ ﻝﺪﻣ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﺮﯾﻮﺼﺗ ﻪﺑ ﺮﯾﻮﺼﺗ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ Pix2Pix GAN ﮏﯾ ﻪﻧﻮﮕﭼ

ﺮﯾﻮﺼﺗ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ CycleGAN ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

Keras ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ CycleGAN ﯼﺎﻫ ﻝﺪﻣ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ Keras ﺎﺑ ﺮﯾﻮﺼﺗ ﻪﺑ ﺮﯾﻮﺼﺗ ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ CycleGAN ﮏﯾ ﻪﻧﻮﮕﭼ

ﻩﺪﻧﻭﺮﺸﯿﭘ ﺪﺷﺭ ﻝﺎﺣ ﺭﺩ GAN ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﯼﺭﻮﺗ

Keras ﺭﺩ ﻩﺪﻧﻭﺮﺸﯿﭘ ﺪﺷﺭ ﻝﺎﺣ ﺭﺩ GAN ﯼﺎﻫﻝﺪﻣ ﯼﺯﺎﺳﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯿﻫﺩ ﺵﺯﻮﻣﺁ ﺎﻫ ﻩﺮﻬﭼ ﺰﺘﻨﺳ ﯼﺍﺮﺑ Keras ﺭﺩ ﻭﺮﺸﯿﭘ ﺪﺷﺭ ﻝﺎﺣ ﺭﺩ GAN ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﺖﺴﯿﭼ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ

Style ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﻪﮑﺒﺷ StyleGAN ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

(GAN) ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺩﺭﻮﻣ ﺭﺩ ﺏﺎﺘﮐ 9

ﮒﺭﺰﺑ ﺪﻟﻮﻣ ﻥﺎﻨﻤﺷﺩ ﻪﮑﺒﺷ BigGAN ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

ﺎﻫ GAN ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ (IS) ﻪﯿﻟﻭﺍ ﺯﺎﯿﺘﻣﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﺎﻫ GAN ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ (FID) ﺖﭽﯾﺮﻓ ﻉﻭﺮﺷ ﻪﻠﺻﺎﻓ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﺪﻟﻮﻣ ﻪﻧﺎﻤﺼﺧ ﻪﮑﺒﺷ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻊﺑﺍﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﺴﻨﺟ ﯼﺮﺑﺍﺮﺑﺎﻧ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺎﻤﺘﺣﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺩﺎﺳ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﯼﮋﺗﺍﺮﺘﺳﺍ ﯽﺑﺎﯾﺯﺭﺍ ﻭ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﺎﻤﺘﺣﺍ ﺎﺑ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﯽﻌﺑﺎﻨﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺎﻤﺘﺣﺍ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻞﯿﻟﺩ 5

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺖﯿﻌﻄﻗ ﻡﺪﻋ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﺖﺴﯿﭼ ﻝﺎﻤﺘﺣﺍ

ﻝﺎﻤﺘﺣﺍ ﻊﯾﺯﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻪﺘﺴﺴﮔ ﻝﺎﻤﺘﺣﺍ ﯼﺎﻫﻊﯾﺯﻮﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﻤﺘﺴﻣ ﻝﺎﻤﺘﺣﺍ ﻊﯾﺯﻮﺗ

ﻝﺎﻤﺘﺣﺍ ﯽﻟﺎﮕﭼ ﻦﯿﻤﺨﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻃﺮﺷ ﻭ ﯼﺍ ﻪﯿﺷﺎﺣ ،ﮎﺮﺘﺸﻣ ﻝﺎﻤﺘﺣﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﻃﺮﺷ ﻭ ﯼﺍ ﻪﯿﺷﺎﺣ ،ﮎﺮﺘﺸﻣ ﻝﺎﻤﺘﺣﺍ ﯼﺍﺮﺑ ﺩﻮﻬﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻩﺪﺷ ﺭﺎﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ﻝﺎﻤﺘﺣﺍ ﯼﺍﺮﺑ ﺩﻮﻬﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

(ﻩﺯﻭﺭ 7 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺎﻤﺘﺣﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺰﯿﺑ ﻪﯿﻀﻗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺍﺭ ﺰﯿﺑ ﻩﺩﺎﺳ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑﻪﻘﺒﻃ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﯼﺰﯿﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﯼﺰﯿﺑ ﺭﻭﺎﺑ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺕﺎﻋﻼﻃﺍ ﯽﭘﻭﺮﺘﻧﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻞﺑﺎﻘﺘﻣ ﺕﺎﻋﻼﻃﺍ ﻭ ﺕﺎﻋﻼﻃﺍ ﺐﺴﮐ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ KL ﯽﯾﺍﺮﮔﺍﻭ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺰﯿﺑ ﺰﯿﺑ ﻩﺩﺎﺳ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻞﺑﺎﻘﺘﻣ ﯽﭘﻭﺮﺘﻧﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻝﺎﻤﺘﺣﺍ ﺮﺜﮐﺍﺪﺣ ﻦﯿﻤﺨﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

k-Nearest Neighbors ﺪﯿﻫﺩ ﻪﻌﺳﻮﺗ ﺍﺪﺘﺑﺍ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ

ﻝﺎﻤﺘﺣﺍ ﺮﺜﮐﺍﺪﺣ ﻦﯿﻤﺨﺗ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺎﻤﺘﺣﺍ ﺮﺜﮐﺍﺪﺣ ﻦﯿﻤﺨﺗ ﺎﺑ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

MDL ﻭ AIC، BIC ﺎﺑ ﯽﻟﺎﻤﺘﺣﺍ ﻝﺪﻣ ﺏﺎﺨﺘﻧﺍ

(EM ﻢﺘﯾﺭﻮﮕﻟﺍ) ﺕﺍﺭﺎﻈﺘﻧﺍ ﯼﺯﺎﺳﺮﺜﮐﺍﺪﺣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺎﻤﺘﺣﺍ ﯼﺍﺮﺑ ﻮﻟﺭﺎﮐ ﺖﻧﻮﻣ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺎﻤﺘﺣﺍ ﯼﺍﺮﺑ ﻮﻟﺭﺎﮐ ﺖﻧﻮﻣ ﻑﻮﮐﺭﺎﻣ ﻩﺮﯿﺠﻧﺯ ﻪﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ (MAP) ﯽﻨﯿﺴﭘ ﮏﯾ ﺮﺜﮐﺍﺪﺣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺮﯿﮔﺩﺎﯾ ﻒﻠﺘﺨﻣ ﻉﻮﻧ 14

ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻞﯾﺎﻓ ﺭﺩ ﺍﺭ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﺎﺑ ﻝﺪﻣ ﯼﺩﻭﺭﻭ ﯼﺎﻫ ﻩﺩﺍﺩ ﻝﺎﺼﺗﺍ ﻩﻮﺤﻧ

Stochastic ؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ

Scikit-Learn ﺭﺩ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ءﺎﯿﺷﺍ ﺯﺍ ﺩﺪﺠﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻭ ﻩﺮﯿﺧﺫ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫﺮﯿﻐﺘﻣ ﯼﺭﺍﺬﮔﺰﻣﺭ ﯼﺍﺮﺑ ﻩﺍﺭ 3

ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﺵﻭﺭ ﮏﯾ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺑﺮﺠﺗ ﻊﯾﺯﻮﺗ ﻊﺑﺎﺗ ﮏﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻝﺪﻣ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺰﯿﺑ ﻪﻨﯿﻬﺑ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺭﺎﺗ ﺯﺍ ﺝﺭﺎﺧ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻩﺪﺷ ﺭﺎﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ﺰﯿﺑ ﻪﯿﻀﻗ ﯼﺍﺮﺑ ﯼﺩﻮﻬﺷ

ﺩﺍﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Super Learner ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﻢﯿﻈﻨﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺍﺮﺑ ﻑﺪﻫ ﯼﺎﻫﺮﯿﻐﺘﻣ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﮏﯿﻧﻮﻣﺭﺎﻫ ﻭ ﯽﺳﺪﻨﻫ ،ﯽﺑﺎﺴﺣ ﯼﺎﻫﺭﺍﺰﺑﺍ

ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍﺮﺑ ﺞﯾﺎﺘﻧ ﻦﯾﺮﺘﻬﺑ

ﺪﯿﻨﮐ ﻉﻭﺮﺷ tf.keras ﺎﺑ ﺍﺭ ﻖﯿﻤﻋ ﺵﺯﻮﻣﺁ :TensorFlow 2 ﺵﺯﻮﻣﺁ

ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﯼﺍﺮﺑ ColumnTransformer ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻊﺑﺎﻨﻣ ﻦﯾﺮﺘﻬﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺪﯾﺪﺷ ﻑﺍﺮﺤﻧﺍ ﺎﺑ ﯽﺳﻼﮐ ﯼﺎﻫﻊﯾﺯﻮﺗ ﯼﺍﺮﺑ ﯼﺩﻮﻬﺷ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﺱﻼﮐ ﯼﺎﻫﻊﯾﺯﻮﺗ ﯼﺍﺮﺑ ﯼﺪﻨﺑﻪﻘﺒﻃ ﺖﻗﺩ ﻡﺪﻋ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ F ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ ﻭ ﯽﻧﺍﻮﺧﺍﺮﻓ ،ﺖﻗﺩ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻖﯿﻗﺩ ﻥﺍﻮﺧﺍﺮﻓ ﯼﺎﻫﯽﻨﺤﻨﻣ ﻭ ROC ﯼﺎﻫﯽﻨﺤﻨﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺎﻫﺭﺎﯿﻌﻣ ﺭﻮﺗ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻝﺎﻤﺘﺣﺍ ﯼﺎﻫﺭﺎﯿﻌﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ K-Fold Cross-Validation ﻊﻓﺭ ﻩﻮﺤﻧ

؟ﺖﺴﯿﭼ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﮏﯾﺮﺘﻣ ﺮﻫ ﯼﺍﺮﺑ ﻒﻠﮑﺗ ﯽﺑ ﻭ ﻩﺩﺎﺳ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻧﻮﻤﻧ ﻢﮐ ﻭ ﯽﻓﺩﺎﺼﺗ ﯼﺭﺍﺩﺮﺑ ﻪﻧﻮﻤﻧ

(ﻩﺯﻭﺭ 7 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

SMOTE ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻧﻮﻤﻧ ﻢﮐ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﺩﺮﮐ ﺐﯿﮐﺮﺗ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺍﺭ ﻪﻧﻮﻤﻧ ﻢﮐ ﻭ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﯼﺭﺍﺩﺮﺑ ﻪﻧﻮﻤﻧ ﻥﺍﻮﺗ ﯽﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ ﯼﺎﻫ ﺵﻭﺭ ﺭﻮﺗ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻨﯾﺰﻫ ﻪﺑ ﺱﺎﺴﺣ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻨﯾﺰﻫ ﻪﺑ ﺱﺎﺴﺣ ﯼﺮﯿﮔ ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ

SVM ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻨﯾﺰﻫ ﻪﺑ ﺱﺎﺴﺣ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻨﯾﺰﻫ ﻪﺑ ﺱﺎﺴﺣ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ XGBoost ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻨﯾﺰﻫ ﻪﺑ ﺱﺎﺴﺣ ﯼﺮﯿﮔﺩﺎﯾ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻪﻧﺎﺘﺳﺁ ﺖﮐﺮﺣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ ﻭ ﯼﺪﻨﺑﻪﺴﯿﮐ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍﺮﺑ ﺱﻼﮐ ﮏﯾ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

؟ﺖﺳﺍ ﺭﺍﻮﺷﺩ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺍﺮﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﺎﺘﺴﭘ ﻥﺎﻃﺮﺳ ﻪﺑ ﻼﺘﺒﻣ ﻥﺍﺭﺎﻤﯿﺑ ﯼﺎﻘﺑ ﯽﻟﺎﻤﺘﺣﺍ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺖﻔﻧ ﺖﺸﻧ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Fbeta-Measure ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﺕﻻﺎﻤﺘﺣﺍ ﻥﺩﺮﮐ ﻩﺮﺒﯿﻟﺎﮐ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺪﺑ ﻭ ﺏﻮﺧ ﺭﺎﺒﺘﻋﺍ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯽﯾﻮﮕﻟﺍ

ﯽﻓﺍﺮﮔﻮﻣﺎﻣ ﯼﺎﻫ ﻥﻮﯿﺳﺎﮑﯿﻔﯿﺴﻠﮐﻭﺮﮑﯿﻣ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻝﺪﻣ

ﺝﺍﻭ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺎﻫﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍﺮﺑ ﯽﻨﯿﺑﺶﯿﭘ ﻝﺪﻣ

ﻥﻻﺎﺴﮔﺭﺰﺑ ﺪﻣﺁﺭﺩ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﺏﻮﭼﺭﺎﭼ

ﯽﺒﻠﻘﺗ ﯼﺭﺎﺒﺘﻋﺍ ﺕﺭﺎﮐ ﯼﺎﻫ ﺶﻨﮐﺍﺮﺗ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﯼﺍ ﻪﺸﯿﺷ ﯽﯾﺎﺳﺎﻨﺷ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﻪﻘﺒﻃ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

E.coli ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺎﺑ ﻝﺩﺎﻌﺘﻣﺎﻧ ﻪﺳﻼﮐ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﺪﻨﺘﺴﻫ ﻊﺑﺍﻮﺗ ﯽﺒﯾﺮﻘﺗ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻪﻠﺻﺎﻓ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ 4

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﺟﻭﺮﺧ ﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﮔﮋﯾﻭ ﺖﯿﻤﻫﺍ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

CatBoost ﻭ ،Scikit-Learn، XGBoost، LightGBM ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ

Argmax ؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﻢﺘﯾﺭﻮﮕﻟﺍ 10

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻒﯾﺎﻇﻭ ﺯﺍ ﻉﻮﻧ 4

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Stacking ﯽﻨﯿﺷﺎﻣ ﺵﺯﻮﻣﺁ ﻪﻋﻮﻤﺠﻣ

ﻪﺳﻼﮐ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﮏﯾ ﻞﺑﺎﻘﻣ ﺭﺩ ﮏﯾ ﻭ ﺖﺣﺍﺮﺘﺳﺍ ﻞﺑﺎﻘﻣ ﺭﺩ ﮏﯾ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ Big-p، Little-n (p >> n) ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﺩﺍﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﯼﺮﯿﮔ ﯼﺍﺭ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﯽﻓﺎﺿﺍ ﻥﺎﺘﺧﺭﺩ ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺩﺍﺯﺁ ﺕﺎﺟﺭﺩ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ Bagging ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﺪﻣ ﻭ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ AdaBoost ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻥﺎﯾﺩﺍﺮﮔ ﻩﺪﻨﻨﮐ ﺖﯾﻮﻘﺗ ﻦﯿﺷﺎﻣ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺩﺎﻌﺑﺍ ﺶﻫﺎﮐ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺎﻌﺑﺍ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﯽﻠﺻﺍ ﯼﺎﻫ ﻪﻔﻟﺆﻣ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺎﻌﺑﺍ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﺩﺮﻔﻨﻣ ﺵﺯﺭﺍ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺎﻌﺑﺍ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﯽﻄﺧ ﺺﯿﺨﺸﺗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺪﺸﻤﮔ ﺮﯾﺩﺎﻘﻣ ﯼﺍﺮﺑ ﯼﺭﺎﻣﺁ ﻪﺒﺳﺎﺤﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺕﺭﺪﻗ ﻞﯾﺪﺒﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻞﯿﺘﻧﺍﻮﮐ ﻞﯾﺪﺒﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻪﺘﺴﺴﮔ ﻞﯾﺪﺒﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ (RFE) ﯽﺘﺸﮔﺯﺎﺑ ﯽﮔﮋﯾﻭ ﻑﺬﺣ

ﺩﺮﮐ ﯼﺪﻨﺑ ﺱﺎﯿﻘﻣ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺎﺘﻓﺍﺭﻭﺩ ﺮﯾﺩﺎﻘﻣ ﺎﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺍ ﻪﻠﻤﺟ ﺪﻨﭼ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﻞﯾﺪﺒﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Scikit-Learn ﺎﺑ ﯽﻟﻭﺪﺟ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺍﺮﺑ ﻥﺎﻣﺯ ﺖﺴﺗ ﺶﯾﺍﺰﻓﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺪﺸﻤﮔ ﺮﯾﺩﺎﻘﻣ ﯼﺍﺮﺑ ﯼﺭﺍﺮﮑﺗ ﺏﺎﺴﺘﻧﺍ

ﯼﺩﺪﻋ ﯼﺩﻭﺭﻭ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺍﺮﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ MinMaxScaler ﻭ Transforms StandardScaler ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺍﺮﺑ ﻍﺍﺩ ﮏﺗ ﻭ ﯽﺒﯿﺗﺮﺗ ﯼﺎﻫ ﯼﺭﺍﺬﮔﺰﻣﺭ

؟ﺖﺳﺍ ﻢﻬﻣ ﺭﺎﯿﺴﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﺍﺮﭼ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﮏﯾ ﺭﺩ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﯼﺎﻫ ﮏﯿﻨﮑﺗ ﺭﻮﺗ

ﻢﯿﻨﮐ ﯼﺮﯿﮔﻮﻠﺟ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﻡﺎﺠﻧﺍ ﻡﺎﮕﻨﻫ ﺎﻫ ﻩﺩﺍﺩ ﺖﺸﻧ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺪﺸﻤﮔ ﺮﯾﺩﺎﻘﻣ ﯼﺍﺮﺑ kNN ﻪﺒﺳﺎﺤﻣ

(ﺏﺎﺘﮐ ﯽﺳﺭﺮﺑ) ﺏﺎﺨﺘﻧﺍ ﻭ ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ

(ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ

ﺎﻫ ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ ﻭ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﺭﺩ ﺮﺗﺮﺑ ﺏﺎﺘﮐ 8

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﯼﺎﻫ ﺵﻭﺭ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻟﻭﺪﺟ ﯼﺎﻫ ﻩﺩﺍﺩ ﺭﺩ ﯽﮔﮋﯾﻭ ﺝﺍﺮﺨﺘﺳﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﻭﺮﯿﺑ ﺭﺎﮐﺩﻮﺧ ﺺﯿﺨﺸﺗ ﻢﺘﯾﺭﻮﮕﻟﺍ 4

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺩﺎﻌﺑﺍ ﺶﻫﺎﮐ ﻢﺘﯾﺭﻮﮕﻟﺍ 6

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻩﺩﺎﻣﺁ ﯼﺎﻫ ﮏﯿﻨﮑﺗ ﯼﺍﺮﺑ ﯽﺑﻮﭼﺭﺎﭼ

ﯼﺍﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﯼﺎﻫﻩﺩﺍﺩ ﯼﺯﺎﺳﻩﺩﺎﻣﺁ ﯼﺎﻫﺵﻭﺭ

Scikit-Learn ﯼﺍﺮﺑ ﯽﺷﺭﺎﻔﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯾﺪﺒﺗ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺪﺸﻤﮔ ﺮﯾﺩﺎﻘﻣ ﯼﺍﺮﺑ ﺍﺭ ﯼﺮﻨﯾﺎﺑ ﯼﺎﻫ ﻢﭼﺮﭘ

ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﺱﺎﯿﻘﻣ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﯼﺩﺪﻋ ﯼﺩﻭﺭﻭ ﯼﺎﻫﺮﯿﻐﺘﻣ ﯽﺑﺎﺨﺘﻧﺍ ﺭﻮﻃ ﻪﺑ ﻪﻧﻮﮕﭼ

Train-Test Split ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ

LOOCV ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ

Nested Cross-Validation ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﻪﺴﯾﺎﻘﻣ ﯼﺍﺮﺑ ﻪﯿﺿﺮﻓ ﻥﻮﻣﺯﺁ

NumPy ﺭﺩ ﺎﻫ ﻥﻮﺘﺳ ﻭ ﺎﻫﺮﻄﺳ ﯼﺍﺮﺑ ﺭﻮﺤﻣ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺒﻣﺎﯿﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ

ﯽﺟﻭﺮﺧ ﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﯽﺒﺴﭼﺮﺑ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻥﻮﯿﺳﺮﮔﺭ ﻭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ AutoKera ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Scikit-Optimize ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﻢﯿﻈﻨﺗ ﯼﺍﺮﺑ

Auto-Sklearn ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ

TPOT ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ

HyperOpt ﺎﺑ ﺭﺎﮐﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Scikit-Learn

ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﻭ ﯽﻓﺩﺎﺼﺗ ﯼﻮﺠﺘﺴﺟ ﺎﺑ ﺮﺘﻣﺍﺭﺎﭘﺮﭙﯾﺎﻫ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

(CASH Optimization) ﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻭ ﯽﺒﯿﮐﺮﺗ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺏﺎﺨﺘﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ (AutoML) ﺭﺎﮐﺩﻮﺧ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ

Scikit-Learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺍ ﻪﺘﺴﻫ ﺪﻨﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﻢﯿﻫﺩ ﺵﺯﻮﻣﺁ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺖﺴﺗ ﻪﻋﻮﻤﺠﻣ ﻪﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﻮﻌﺻ ﻪﭙﺗ ﺯﺍ ﻪﻧﻮﮕﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺖﺴﺗ ﻪﻋﻮﻤﺠﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻄﺧ ﺺﯿﺨﺸﺗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Radius Neighbors ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑﻪﻘﺒﻃ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯽﺳﻭﺎﮔ ﯼﺎﻫﺪﻨﯾﺁﺮﻓ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﻮﻗ ﻥﻮﯿﺳﺮﮔﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮏﯿﺘﺳﻻﺍ ﺺﻟﺎﺧ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺞﯾﺭ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ LASSO ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺪﺷ ﮏﭼﻮﮐ ﯼﺎﻫﺰﮐﺮﻣ ﻦﯾﺮﺘﮑﯾﺩﺰﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ LARS ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻝﺪﻣ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺲﮑﻣ ﺖﻓﺎﺳ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺎﺗ

ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﻮﻣ ﺭﺩ ﺏﺎﺘﮐ 6

ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﺍﺮﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ (ECOC) ﺎﻄﺧ ﺢﯿﺤﺼﺗ ﯽﺟﻭﺮﺧ ﯼﺎﻫﺪﮐ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻀﻓﺮﯾﺯ ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻨﺤﻨﻣ ﺵﺯﺍﺮﺑ

ﺍﺪﺘﺑﺍ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﯼﺩﺭﻮﻧﻪﭙﺗ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺮﮑﻠﻤﻋ ﻩﻮﺤﻧ ﯼﺍﺮﺑ ﯼﺩﻮﻬﺷ

ﺩﺮﮐ ﯽﯾﺎﺳﺎﻨﺷ Scikit-Learn ﺭﺩ ﺍﺭ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

Splines ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﯽﻘﯿﺒﻄﺗ ﻥﻮﯿﺳﺮﮔﺭ (MARS) ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺕﺍﺮﯿﯿﻐﺗ ﺎﺑ Bagging ﻩﻭﺮﮔ ﮏﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﯼﺎﻀﻓﺮﯾﺯ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ PyCaret ﯼﺍﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ (XGBoost) ﺪﯾﺪﺷ ﻥﺎﯾﺩﺍﺮﮔ ﺖﯾﻮﻘﺗ ﻩﻭﺮﮔ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ (LightGBM) ﺭﻮﻧ ﻥﺎﯾﺩﺍﺮﮔ ﺎﺑ ﻩﺪﺷ ﺖﯾﻮﻘﺗ ﻦﯿﺷﺎﻣ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺩﺍﺩ ﻪﻌﺳﻮﺗ XGBoost ﺎﺑ ﺍﺭ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻫﻭﺮﮔ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺐﯿﮐﺮﺗ

ﯽﮑﯿﺘﻧﮊ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ ﺏﺎﺘﮐ

ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﯽﺘﺳﺩ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻩﻮﺤﻧ

ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ Autoencoder ﯽﮔﮋﯾﻭ ﺝﺍﺮﺨﺘﺳﺍ

ﻥﻮﯿﺳﺮﮔﺭ ﯼﺍﺮﺑ Autoencoder ﯽﮔﮋﯾﻭ ﺝﺍﺮﺨﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻥﻭﺮﺘﭙﺳﺮﭘ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﯾﻮﭘ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺏﺎﺨﺘﻧﺍ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ ﺏﺎﺘﮐ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺮﯿﮔﺩﺎﯾ ﺍﺮﻓ

Occam ﻎﯿﺗ ﻭ ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﮔﺪﯿﭽﯿﭘ

ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﯽﻓﺩﺎﺼﺗ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎﺑ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﺮﺑ ﯽﻨﺘﺒﻣ ﻥﺎﯾﺩﺍﺮﮔ ﻩﺪﻨﻨﮐ ﺖﯾﻮﻘﺗ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ

ﺐﺴﭼﺮﺑ ﺭﺎﺸﺘﻧﺍ ﺎﺑ ﯽﺗﺭﺎﻈﻧ ﻪﻤﯿﻧ ﯼﺮﯿﮔﺩﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺍ ﻪﻠﻤﺟ ﺪﻨﭼ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

ﺐﺴﭼﺮﺑ ﺶﺨﭘ ﺎﺑ ﯽﺗﺭﺎﻈﻧ ﻪﻤﯿﻧ ﺵﺯﻮﻣﺁ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺯﺎﺴﻟﺪﻣ ﻪﻟﻮﻟ ﻁﻮﻄﺧ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺮﯿﻐﺘﻣ ﮏﺗ ﻊﺑﺎﺗ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﺩﺭﻮﻣ ﺭﺩ ﺏﺎﺘﮐ 3

ﺍﺪﺘﺑﺍ ﺯﺍ ﻡﺍﺩﺁ ﺪﮐ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺍﻮﺗ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ ﻢﺴﺠﺗ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺎﺗ ﮏﯾ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫﺭﺎﯿﻌﻣ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻩﺪﻨﻨﮐ ﻪﯿﺻﻮﺗ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Nelder-Mead Optimization ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻭﺭﺩﻮﺧ ﻪﻤﯿﺑ ﺖﺧﺍﺩﺮﭘ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻧﺎﻬﺟ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻞﺑﺎﻘﻣ ﺭﺩ ﯽﻠﺤﻣ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﯽﻓﺩﺎﺼﺗ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ ﻭ ﺭﺎﺸﺘﻧﺍ ﺲﭘ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﻪﯿﻟﻭﺍ ﻥﺯﻭ

ﺍﺪﺘﺑﺍ ﺯﺍ ﻪﻧﺎﮑﺗ ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ

SciPy ﺎﺑ ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻝﺪﻣ ﯽﺘﺳﺩ ﺵﺯﺍﺮﺑ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺮﻔﺳﻮﻧﻮﯾ ﺭﺩ ﺕﻻﻼﺘﺧﺍ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻓﺩﺎﺼﺗ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﺭﺎﻫﺎﻧ ﻪﯿﻀﻗ ﻥﻭﺪﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻩﺪﺷ ﯼﺯﺎﺳ ﻪﯿﺒﺷ ﺖﺨﭘﺯﺎﺑ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯼﺍﺮﺑ ﯽﻨﯿﺑ ﺶﯿﭘ ﻞﺻﺍﻮﻓ

ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﻞﺑﺎﻘﻣ ﺭﺩ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻩﺯﺍﺪﻧﺍ ﺖﯿﺳﺎﺴﺣ ﻞﯿﻠﺤﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻞﻣﺎﮑﺗ ﯼﺎﻫ ﯼﮋﺗﺍﺮﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﻞﻣﺎﮑﺗ ﯽﻧﺎﻬﺟ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻩﺩﺎﺳ ﮏﯿﺘﻧﮊ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻢﯿﻨﮐ ﺯﻭﺭ ﻪﺑ ﺮﺘﺸﯿﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﺍﺭ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﻪﻧﻮﮕﭼ

ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﻭ ﯽﻓﺩﺎﺼﺗ ﯼﻮﺠﺘﺴﺟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Basin Hopping ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

XGBoost ﻥﻮﯿﺳﺮﮔﺭ ﯼﺍﺮﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺱﺎﻨﮑﺳﺍ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ

ﺍﺪﺘﺑﺍ ﺯﺍ ﻑﻭﺮﺘﺴﻧ ﻪﻧﺎﮑﺗ ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ

ﺍﺪﺘﺑﺍ ﺯﺍ ﻡﺍﺩﺎﻧ ﺎﺑ ﻝﻭﺰﻧ ﻥﺎﯾﺩﺍﺮﮔ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

XGBoost ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻊﺑﺍﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﯽﺘﺳﺩ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻩﻮﺤﻧ

ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ (ﯼﺪﻌﺑ 2) ﯼﺪﻌﺑ ﻭﺩ ﺖﺴﺗ ﻊﺑﺍﻮﺗ

ﺪﯿﻨﮐ ﻢﯿﻈﻨﺗ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﯽﻨﺤﻨﻣ ﺎﺑ ﺍﺭ XGBoost ﺩﺮﮑﻠﻤﻋ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Woods ﯽﻓﺍﺮﮔﻮﻣﺎﻣ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻩﺪﺷ ﺭﺍﺮﮑﺗ ﯽﻠﺤﻣ ﯼﻮﺠﺘﺴﺟ

ﻥﻮﯿﺳﺮﮔﺭ ﻭ ﯽﺒﯿﮐﺮﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﺎﻃﺮﺳ ﯼﺎﻘﺑ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍﺮﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ

؟ﺖﺴﯿﭼ ﯽﺗﺭﺎﻈﻧ ﻪﻤﯿﻧ ﯼﺮﯿﮔﺩﺎﯾ

Gradient Descent ﺎﺑ Adadelta ﺍﺪﺘﺑﺍ ﺯﺍ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﺎﯾﺩﺍﺮﮔ

ﺍﺪﺘﺑﺍ ﺯﺍ ﯽﻟﻭﺰﻧ ﻥﺎﯾﺩﺍﺮﮔ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ

ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﺐﯿﮐﺮﺗ ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﻪﻧﻮﮕﭼ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻪﺘﺷﺎﺒﻧﺍ ﯼﺎﻫﻪﻋﻮﻤﺠﻣ ﺖﯿﻫﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ (DES) ﺎﯾﻮﭘ ﻩﻭﺮﮔ ﺏﺎﺨﺘﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﺮﻫ ﻭ ﺪﺷﺭ ﯼﺎﻫ ﻩﻭﺮﮔ

ﻥﺎﺼﺼﺨﺘﻣ ﺯﺍ ﯽﺒﯿﮐﺮﺗ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻒﯿﻌﺿ ﻥﺍﺯﻮﻣﺁ ﻥﺎﺑﺯ ﻞﺑﺎﻘﻣ ﺭﺩ ﯼﻮﻗ ﻥﺎﮔﺪﻧﺮﯿﮔﺩﺎﯾ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻧﺯﻭ ﻦﯿﮕﻧﺎﯿﻣ ﻩﻭﺮﮔ ﮏﯾ ﻪﻧﻮﮕﭼ

(ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻫﻭﺮﮔ ﯽﻨﯿﺷﺎﻣ ﺵﺯﻮﻣﺁ

Essence of Boosting Ensembles for Machine Learning

ﻝﺪﻣ ﺪﻨﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻉﻮﻨﺗ ﻪﻋﻮﻤﺠﻣ ﻪﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

Essence of Bootstrap Aggregation Ensembles

BFGS ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﺎﮔﻭﺩ ﻞﯿﻧﺁ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﺍﺪﺘﺑﺍ ﺯﺍ RMSProp ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻂﺧ ﯼﻮﺠﺘﺴﺟ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ (ﯼﺪﻌﺑ 1) ﯼﺪﻌﺑ ﮏﯾ ﺖﺴﺗ ﻊﺑﺍﻮﺗ

ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﺖﺳﺍ ﻢﻬﻣ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﺍﺮﭼ

ﺱﺭﺩﻭﺯ ﯽﯾﺍﺮﮕﻤﻫ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺍﺪﺘﺑﺍ ﺯﺍ AdaMax ﺎﺑ ﯽﻟﻭﺰﻧ ﻥﺎﯾﺩﺍﺮﮔ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﺍﺪﺘﺑﺍ ﺯﺍ AMSGrad ﺎﺑ ﯽﻟﻭﺰﻧ ﻥﺎﯾﺩﺍﺮﮔ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﺍﺪﺘﺑﺍ ﺯﺍ AdaGrad ﺎﺑ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ

scikit-learn ﺎﺑ ﻪﻟﻮﻟ ﻂﺧ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺯﺎﺳ ﻝﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﻞﻣﺎﮑﺗ

؟ﺖﺴﯿﭼ ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ

ﺮﯿﯿﻐﺗ ﺥﺮﻧ :ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ ﺭﺩ ﯼﺪﯿﻠﮐ ﻢﯿﻫﺎﻔﻣ

ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﺍﺮﭼ :ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ

ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ ﯼﺎﻫﺯﺎﯿﻧ ﺶﯿﭘ ﺯﺍ ﺮﺼﺘﺨﻣ ﺭﻮﺗ ﮏﯾ :ﺪﯿﻧﺍﺪﺑ ﻉﻭﺮﺷ ﺯﺍ ﻞﺒﻗ ﺪﯾﺎﺑ

ﻡﻭﺍﺪﺗ ﻭ ﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﻌﺑﺎﺗ ﺕﺎﻘﺘﺸﻣ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺎﻫ ﯼﺍ ﻪﻠﻤﺟﺪﻨﭼ ﻭ ﺎﻫ ﻥﺍﻮﺗ ﺕﺎﻘﺘﺸﻣ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺎﻫ ﺱﺎﻤﻣ ﻭ ﺎﻫ ﺐﯿﺷ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺱﻮﻨﯿﺴﮐ ﻭ ﺱﻮﻨﯿﺳ ﺯﺍ ﻖﺘﺸﻣ

ﺐﯾﺮﺿ ﻭ ﻝﻮﺼﺤﻣ ،ﺕﺭﺪﻗ ﺪﻋﺍﻮﻗ

L'Hospital ﻥﺎﺘﺳﺭﺎﻤﯿﺑ ﻥﻮﻧﺎﻗ ﻭ ﺺﺨﺸﻣﺎﻧ ﯼﺎﻫ ﻡﺮﻓ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻪﺘﺳﻮﯿﭘ ﻊﺑﺍﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺕﺎﻘﺘﺸﻣ ﯼﺎﻫﺩﺮﺑﺭﺎﮐ

ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯼﺰﯿﭼ ﺮﻫ ﻪﺑ ﻪﺟﻮﺗ ﺎﺑ ﻥﺩﺮﮐ ﺰﯾﺎﻤﺘﻣ - ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ

ﯼﺭﺍﺩﺮﺑ ﺵﺯﺭﺍ ﺎﺑ ﻊﺑﺍﻮﺗ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﺎﯾﺩﺍﺮﮔ ﯼﺎﻫﺭﺍﺩﺮﺑ ﻭ ﯽﺋﺰﺟ ﺕﺎﻘﺘﺸﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ ﻪﯾﻭﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺮﺗﻻﺎﺑ ﻪﺒﺗﺮﻣ ﺕﺎﻘﺘﺸﻣ

ﻦﯿﺑﻮﮐﺍﮊ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻦﯿﺴﻫ ﯼﺎﻫ ﺲﯾﺮﺗﺎﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺱﻼﭘﻻ ﻥﺎﺑﺯ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﺿﺎﯾﺭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ/ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﮋﻧﺍﺮﮔﻻ ﯼﺎﻫ ﻩﺪﻨﻨﮐ ﺏﺮﺿ ﺵﻭﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻩﺮﯿﻐﺘﻣ ﺪﻨﭼ ﻭ ﻩﺮﯿﻐﺘﻣ ﮏﺗ ﻊﺑﺍﻮﺗ ﯼﺍﺮﺑ ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ ﯼﺍ ﻩﺮﯿﺠﻧﺯ ﻥﻮﻧﺎﻗ

ﺮﺘﺸﯿﺑ ﯽﺘﺣ ﻊﺑﺍﻮﺗ - ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ ﯼﺍ ﻩﺮﯿﺠﻧﺯ ﻥﻮﻧﺎﻗ

ﺐﯾﺮﻘﺗ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺭﻮﻠﯿﺗ ﯼﺮﺳ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ :ﻞﻤﻋ ﺭﺩ ﺏﺎﺴﺣ

ﺪﯿﺋﻮﻤﮕﯿﺳ ﺩﺮﮑﻠﻤﻋ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯼﺮﺑﺍﺮﺑﺎﻧ ﯼﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ ﺎﺑ ﮋﻧﺍﺮﮔﻻ ﺐﯾﺮﺿ ﺩﺮﮑﯾﻭﺭ

ﺕﺍﺭﺫ ﻡﺎﺣﺩﺯﺍ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺖﺳﺍ ﻩﺪﺷ ﻡﺎﺠﻧﺍ ﯽﺘﺳﺭﺩ ﻪﺑ ﻞﺑﺎﻘﺘﻣ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﻭ ﻥﻮﻣﺯﺁ -ﯽﺠﻨﺳ ﺭﺎﺒﺘﻋﺍ -ﯽﺷﺯﻮﻣﺁ ﯼﺪﻨﺑ ﻢﯿﺴ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻑﺩﺎﺼﺗ ﻩﺭﻭﺩ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﻢﺴﺠﺗ ﯼﺍﺮﺑ ﯽﻠﺻﺍ ﻪﻔﻟﺆﻣ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﯼﺭﺍﺩﺮﺑ ﯼﺎﻀﻓ ﯼﺎﻫ ﻝﺪﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻩﺪﻨﻨﮐﻪﯿﺻﻮﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ ﺩﺮﻔﻨﻣ ﺵﺯﺭﺍ ﻪﯾﺰﺠﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﯽﻠﺻﺍ ﯼﺍﺰﺟﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ

ﯽﻟﺎﻣ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ CNN ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﺪﺷ ﺪﯾﺪﭘﺎﻧ ﻥﺎﯾﺩﺍﺮﮔ ﻞﮑﺸﻣ ﻢﺴﺠﺗ

(ﮏﯿﮑﻔﺗ ﻞﺑﺎﻗ ﺩﺭﻮﻣ :1 ﺖﻤﺴﻗ) ﻥﺎﺒﯿﺘﺸﭘ ﺭﺍﺩﺮﺑ ﯼﺎﻫﻦﯿﺷﺎﻣ ﺖﺸﭘ ﻪﯾﺮﻈﻧ :ﮋﻧﺍﺮﮔﻻ ﯼﺎﻫu20

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﺕﺍﺰﯾﺎﻤﺗ ﺩﺮﺑﺭﺎﮐ

(ﮏﯿﮑﻔﺗ ﻞﺑﺎﻗﺮﯿﻏ ﺩﺭﻮﻣ :2 ﺖﻤﺴﻗ) ﻥﺎﺒﯿﺘﺸﭘ ﺭﺍﺩﺮﺑ ﯼﺎﻫﻦﯿﺷﺎﻣ ﺖﺸﭘ ﻪﯾﺮﻈﻧ :ﮋﻧﺍﺮﮔﻻ ﯼﺎﻫ

(ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ SVM ﯼﺯﺎﺳﻩﺩﺎﯿﭘ :3 ﺶﺨﺑ) ﻥﺎﺒﯿﺘﺸﭘ ﺭﺍﺩﺮﺑ ﯼﺎﻫﻦﯿﺷﺎﻣ ﺖﺸﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺎﺑﺯ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺯﺍ ﯽﺧﺮﺑ

Keras ﺭﺩ ﺎﻬﻧﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺱﻼﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻌﺑﺎﺗ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Traceback ﺎﺑ ﯽﯾﺎﻨﺷﺁ

ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﻪﺑ ﺕﺎﻋﻼﻃﺍ ﻝﺎﺳﺭﺍ ﻭ ﺍﺮﺟﺍ

ﻪﺘﺴﻫ ﻢﮐﺍﺮﺗ ﻦﯿﻤﺨﺗ ﻭ ﯼﺯﺎﺳﺍﺪﺟ ﻞﮕﻨﺟ ﺎﺑ ﯼﺭﺎﺠﻨﻫﺎﻧ ﺺﯿﺨﺸﺗ

ﻥﻮﺘﯾﺎﭘ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺎﻫﺭﺍﺰﺑﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﺸﯿﺑ ﻩﮋﯾﻭ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺭﺩ Type Hints ﻭ Docstrings ،ﺕﺍﺮﻈﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻘﯿﻘﺤﺗ ﻊﺑﺍﻮﺗ ﻭ ﻪﻨﻣﺍﺩ ،ﮎﺩﺭﺍ ﭗﯾﺎﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺗ ﻥﺎﺳﺁ ﺶﯾﺎﻣﺯﺁ

ﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﯼﺍﺮﺑ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ

ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻝﺎﯾﺮﺳ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﺘﻓﺮﮔ ﺩﺎﯾ ﺮﺒﻣﻮﻠﭘ ﺯﺍ ﻪﮐ ﻩﺩﺍﺩ ﻡﻮﻠﻋ ﮎﻮﺑ ﺕﻮﻧ ﯽﮔﺪﻧﺯ ﯼﺎﻫ ﮏﻫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﺣﺍﻭ ﺖﺴﺗ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﻢﺘﺴﯿﺳﻮﮐﺍ ﺭﺩ ﺵﻭﺎﮐ

(ﻩﺯﻭﺭ 7 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻝﺍﺮﮕﺘﻧﺍ ﻭ ﻞﯿﺴﻧﺍﺮﻔﯾﺩ ﺏﺎﺴﺣ

Bokeh ﻭ matplotlib، Seaborn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻥﺩﺭﻭﺁ ﺖﺳﺩ ﻪﺑ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺖﻓﺎﯾﺭﺩ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺭﻮﺗﺍﺭﻮﮐﺩ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ

SciPy ﻭ NumPy ﺭﺩ ﯽﻤﻠﻋ ﻊﺑﺍﻮﺗ

ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻪﯿﻧﺎﺛ 40 ﺭﺩ ﻖﯿﻤﻋ ﺭﺎﯿﺴﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ

ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﮊﺎﺳﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺏﻭ ﻥﺪﯾﺰﺧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ

ﺎﻫ GNN ﺭﺮﮑﻣ ﻢﯿﻈﻨﺗ ﯼﺎﻤﻨﻫﺍﺭ

ﻩﺪﻧﺯ ML ﯼﮋﺗﺍﺮﺘﺳﺍ ﯽﺷﺯﻮﻣﺁ ﯼﺎﻫ ﻩﺎﮔﺭﺎﮐ ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ | ﻩﺪﻧﺎﻣ ﯽﻗﺎﺑ ﯽﻟﺪﻨﺻ 10

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺍﺮﻘﺘﺳﺍ ﺩﺭﻮﻣ ﺭﺩ ﻩﺭﻭﺩ ﻦﯿﻟﻭﺍ

ﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ ﺏﻭ ﯼﺎﻫ ﺏﻮﭼﺭﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺵﺯﺍﺩﺮﭘ ﺪﻨﭼ

Google Colab ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ

ﺪﯿﻨﮐ ﯽﻧﺎﻬﺟ ﺍﺭ ﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﺕﺭﺎﻬﻣ

ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺮﺘﻬﺑ ﻦﺘﺷﻮﻧ ﯼﺍﺮﺑ ﯽﯾﺎﻫ ﮏﯿﻨﮑﺗ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺩ Kaggle ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻨﺜﺘﺳﺍ ﯼﺎﻫ ﺏﻼﻗ ﻭ ﺖﺴﮑﺷ ﻁﺎﻘﻧ ﻢﯿﻈﻨﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮏﯿﺗﺎﺘﺳﺍ ﯼﺎﻫﺭﺰﯾﻻﺎﻧﺁ

ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻞﯾﺎﻓﻭﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﻪﺑ ﺩﻭﺭﻭ

ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻪﻠﺻﻭ ﻥﻮﻤﯿﻣ

ﯽﺳﺭﺯﺎﺑ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﻌﺳﻮﺗ

Python for Machine Learning (ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ)

TensorFlow ﻥﻮﺘﯾﺎﭘ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﯼﺩﺎﻋ ﯼﺎﻫ ﻪﯾﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻤﺷ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﻦﯿﻟﻭﺍ

ﺪﯿﻨﮐ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻭ ﻩﺮﯿﺧﺫ ﺍﺭ ﺩﻮﺧ Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﻪﻧﻮﮕﭼ

Keras ﺎﺑ ﻪﯾﻻ ﺪﻨﭼ ﻥﻭﺮﺘﭙﺳﺮﭘ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺎﻫ ﻝﺪﻣ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﯽﺧﺮﺑ ﺮﺑ ﯼﺭﻭﺮﻣ

ﻥﻮﯿﺳﺮﮔﺭ ﻪﻠﺌﺴﻣ ﮏﯾ ﻞﺣ ﯼﺍﺮﺑ TensorFlow ﺭﺩ Autograd ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺱﺍﺮﮐ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﯽﺑﺎﯾﺯﺭﺍ

Keras ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺖﺧﺎﺳ ﯼﺍﺮﺑ ﻩﺍﺭ ﻪﺳ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﯼﻮﺠﺘﺴﺟ ﺪﯾﺮﮔ ﻩﻮﺤﻧ

Keras ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺭﺩ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

Keras ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﺭﺩ ﻞﯿﺼﺤﺗ ﮎﺮﺗ ﯼﺯﺎﺳﻢﻈﻨﻣ

Keras ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﯼﺮﻨﯾﺎﺑ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺵﺯﻮﻣﺁ

Keras ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﯼﺍﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﺥﺮﻧ ﯼﺪﻨﺑﻥﺎﻣﺯ ﺯﺍ

sorflow.data APIﻦﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻝﺎﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯽﺣﺍﺮﻃ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

ﻥﺎﺴﮑﯾ ﺭﻮﻃ ﻪﺑ ﻩﺩﺍﺩ ﻥﺍﺪﻨﻤﺸﻧﺍﺩ ﻭ ﻩﺩﺍﺩ ﻥﺎﺳﺪﻨﻬﻣ ﯼﺍﺮﺑ ﻻﺎﺑ ﯼﺭﺍﺩﺎﻓﻭ ﺎﺑ ﯽﻋﻮﻨﺼﻣ ﯼﺎﻫ ﻩﺩﺍﺩ

TensorFlow ﺭﺩ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻊﺑﺍﻮﺗ

Keras ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﯾﻮﺼﺗ ﺖﯾﻮﻘﺗ

tf.image ﻭ Keras ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﯼﺎﻫ ﻪﯾﻻ ﺎﺑ ﺮﯾﻮﺼﺗ ﺖﯾﻮﻘﺗ

ﺩﻮﺷ ﻞﻓﺎﻏ ﺎﻫﻩﺩﺍﺩ ﺯﺍ ﺎﻤﺷ ﺎﺑ ﺪﻫﺍﻮﺧﯽﻣ ﺮﭙﺗ

Stefan Krawczyk ﺎﺑ ﺝﺎﺘﻨﺘﺳﺍ ﻩﺭﻭﺩ ﻭ ﻩﺪﻧﺯ ﻝﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ :MLOps ﺮﺑ ﻂﻠﺴﺗ

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺭﺩ ﯽﻘﻤﻋ ﯼﺯﺎﺳﺍﺪﺟ ﻞﺑﺎﻗ ﯼﺎﻫ ﻦﺷﻮﻟﻮﻧﺎﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺭﺩ ﻩﺭﻭﺩ ﮏﯾ ﻭ ﻪﺘﺳﺩ ﮏﯾ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

RNN ﻭ MLP، CNN ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻥﺎﻣﺯ

؟ﻢﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫ ﻥﺯﻭ ﺎﺑ ﺍﺭ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺍﺮﭼ

ﻢﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ Keras ﺎﺑ ﻪﻧﻮﮕﭼ

Mastering MLOps» Stefan Krawcyzk» ﻩﺪﻧﺯ ﻩﻭﺮﮔ :ﺱﺎﻤﺗ ﻦﯾﺮﺧﺁ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﯼﺍﺮﺑ ﺮﮕﯾﺩ ﺩﺭﺍﻮﻣ ﻭ F1 ،ﻥﺍﻮﺧﺍﺮﻓ ،ﻖﯿﻗﺩ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻪﺟﻮﺗ ﺩﺭﻮﻣ ﺭﺩ ﻖﯿﻘﺤﺗ ﻪﺑ ﻩﺪﻧﺮﭘ ﻩﺎﮕﻧ

؟ﺖﺴﯿﭼ ﻪﺟﻮﺗ

ﺍﺪﺘﺑﺍ ﺯﺍ ﻪﺟﻮﺗ ﻢﺴﯿﻧﺎﮑﻣ

ﻪﺟﻮﺗ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺎﻫ ﯼﺭﺎﻤﻌﻣ ﺭﻮﺗ

ﺪﯾﺪﻧﻮﯿﭙﺑ ﻝﻮﺒﻧﺮﺗ ﮒﺍﺩ «ML ﺪﻨﻤﺗﺭﺪﻗ ﯼﻮﺠﺘﺴﺟ» ﻩﺪﻧﺯ ﻩﻭﺮﮔ ﻪﺑ

Keras ﺭﺩ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﺑ ﯽﺷﺭﺎﻔﺳ ﻪﺟﻮﺗ ﻪﯾﻻ ﮏﯾ ﻥﺩﻭﺰﻓﺍ

ﻭﺎﻧﺍﺪﻬﺑ ﻪﺟﻮﺗ ﻢﺴﯿﻧﺎﮑﻣ

Luong ﻪﺟﻮﺗ ﻢﺴﯿﻧﺎﮑﻣ

ﺪﻫﺩ ﯽﻣ ﻭﺮﯿﻧ ﺎﻬﻧﺁ ﻪﺑ ﻪﮐ ﯽﺗﺎﯿﺿﺎﯾﺭ ﻭ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺱﺍﺮﮐ ﺭﺩ ﻩﺩﺎﺳ ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﮎﺭﺩ

ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻪﺟﻮﺗ ﻢﺴﯿﻧﺎﮑﻣ

ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻝﺪﻣ

1 ﺖﻤﺴﻗ ،ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﯽﺘﯿﻌﻗﻮﻣ ﯼﺭﺍﺬﮔﺰﻣﺭ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

TransformX by Scale AI 19-21 ﺪﯿﻨﮐ ﻡﺎﻧ ﺖﺒﺛ ﻥﺎﮕﯾﺍﺭ :ﺖﺳﺍ ﺮﺒﺘﮐﺍ!

2 ﺖﻤﺴﻗ ،ﺱﺍﺮﮐ ﺭﺩ ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﺖﯿﻌﻗﻮﻣ ﯼﺭﺍﺬﮔﺰﻣﺭ ﻪﯾﻻ

Keras ﻭ TensorFlow ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ Scaled Dot-Product Attention ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ

Keras ﻭ TensorFlow ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺮﺳ ﺪﻨﭼ ﻪﺟﻮﺗ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻥﮋﯾﻭ ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻝﺪﻣ

Keras ﻭ TensorFlow ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﺭﺍﺬﮔﺰﻣﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

Keras ﻭ TensorFlow ﺭﺩ ﺍﺪﺘﺑﺍ ﺯﺍ ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﯼﺎﺸﮔﺰﻣﺭ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

Decoder Plus Masking ﻭ Transformer Encoder ﻪﺑ ﻦﺘﺳﻮﯿﭘ

ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻝﺪﻣ ﺵﺯﻮﻣﺁ

ﺪﯿﻨﮐ ﺖﮐﺮﺷ 2022 ﻩﺩﺍﺩ ﻢﻠﻋ ﻡﻮﯾﺯﻮﭙﻤﺳ ﺭﺩ

ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻝﺪﻣ ﯼﺍﺮﺑ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﻭ ﯽﺷﺯﻮﻣﺁ ﺕﺎﻔﻠﺗ ﯼﺎﻫﯽﻨﺤﻨﻣ ﻢﯿﺳﺮﺗ

ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻝﺪﻣ ﺝﺎﺘﻨﺘﺳﺍ

ﻥﺭﻮﺑ ﮎﺮﮐ ﺮﺘﮐﺩ ﺎﺑ ﯽﻠﻣﺎﻌﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻧﺯ ﻩﺭﻭﺩ

ﻪﻨﯾﺰﻫ ﯽﯾﺍﺭﺎﮐ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ :ML ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﯽﺳﺪﻨﻬﻣ

BERT ﺮﺑ ﻩﺎﺗﻮﮐ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻨﮐ ﺖﮐﺮﺷ ﯽﺗﺎﻨﯿﺴﻨﯿﺳ ﺭﺩ ﺮﺒﻣﺍﻮﻧ 8 ،2022 ﻩﺩﺍﺩ ﻢﻠﻋ ﻡﻮﯾﺯﻮﭙﻤﺳ ﺭﺩ

ﺮﺒﻣﺍﻮﻧ 21 ﺎﺗ ﻥﺎﮕﯾﺍﺭ ﻩﺩﺍﺩ ﻡﻮﻠﻋ ﻩﺭﻭﺩ 365

Pytorch ﺭﺩ ﯼﺪﻌﺑ ﮏﯾ ﯼﺎﻫﺭﻮﺴﻧﺎﺗ

Pytorch ﺭﺩ ﯼﺪﻌﺑ ﻭﺩ ﯼﺎﻫﺭﻮﺴﻧﺎﺗ

PyTorch ﺭﺩ ﺕﺎﻘﺘﺸﻣ ﻪﺒﺳﺎﺤﻣ

PyTorch ﺭﺩ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺎﻫ ﺱﻼﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

PyTorch ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻪﺋﺍﺭﺍ ﻭ ﯼﺮﯿﮔﺭﺎﺑ

PyTorch ﺭﺩ ﯽﻄﺧ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ ﺖﺧﺎﺳ

PyTorch ﺭﺩ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﻝﺪﻣ ﺵﺯﻮﻣﺁ

PyTorch ﺭﺩ Gradient Descent ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

Mini-Batch Gradient Descent ﻭ DataLoader ﺭﺩ PyTorch

PyTorch ﯼﺎﻫﺯﺎﺳ ﻪﻨﯿﻬﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

PyTorch ﺭﺩ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﻭ ﯽﺷﺯﻮﻣﺁ ﯼﺎﻫ ﻩﺩﺍﺩ

؟ﺪﯾﺭﺍﺩ ﺯﺎﯿﻧ ﻥﺁ ﻪﺑ ﺍﺮﭼ ﻭ ﺪﯿﻨﮐ ﯽﻣ ﺪﯿﻟﻮﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺍﺭ ﯽﻋﻮﻨﺼﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧ

PyTorch ﺭﺩ ﯽﻄﺧ ﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

PyTorch ﺭﺩ ﯽﺟﻭﺮﺧ ﮏﺗ ﯽﻄﺧﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﻝﺪﻣ ﺵﺯﻮﻣﺁ

PyTorch ﺭﺩ ﯽﻄﺧ ﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﺎﺑ ﻑﺪﻫ ﺪﻨﭼ ﯼﺎﻫ ﯽﻨﯿﺑ ﺶﯿﭘ

PyTorch ﺭﺩ ﻪﻓﺪﻫ ﺪﻨﭼ ﯽﻄﺧ ﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﻝﺪﻣ ﺵﺯﻮﻣﺁ

PyTorch ﺭﺩ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﻥﺯﻭ ﻪﯿﻟﻭﺍ ﺭﺍﺪﻘﻣ

PyTorch ﺭﺩ Softmax Classifier ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯾﺯﺎﺴﺑ ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻢﺟﺮﺘﻣ ﺯﻭﺭ 12 ﺭﺩ .ﻑﺩﺎﺼﺗ ﻩﺭﻭﺩ ﻪﺟﻮﺗ ﺎﺑ ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﯼﺎﻫ ﻝﺪﻣ ﺖﺧ

PyTorch ﺭﺩ ﺮﯾﻭﺎﺼﺗ ﯼﺍﺮﺑ Softmax ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﮏﯾ ﺖﺧﺎﺳ

PyTorch ﺭﺩ ﻪﯾﻻ ﮏﺗ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺖﺧﺎﺳ

ﺮﺘﺸﯿﺑ ﻥﺎﻬﻨﭘ ﯼﺎﻫ ﻥﻭﺭﻮﻧ ﺎﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ

PyTorch ﺭﺩ ﺎﻫﺭﻮﺴﻧﺎﺗ ﯼﺭﺎﮑﺘﺳﺩ

ﻥﻮﯿﺳﺮﮔﺭ ﻞﮑﺸﻣ ﮏﯾ ﻞﺣ ﯼﺍﺮﺑ PyTorch ﺭﺩ Autograd ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

PyTorch ﺭﺩ ﻪﯾﻻﺪﻨﭼ ﻥﻭﺮﺘﭙﺳﺮﭘ ﯼﺎﻫ ﻝﺪﻣ ﺖﺧﺎﺳ

ﺪﯿﻫﺩ ﻪﻌﺳﻮﺗ PyTorch ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻦﯿﻟﻭﺍ ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ

PyTorch ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﯽﺷﺯﻮﻣﺁ ﻪﻘﻠﺣ ﮏﯾ ﺩﺎﺠﯾﺍ

PyTorch ﯼﺎﻫ ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

PyTorch ﺭﺩ ﻪﺳﻼﮐ ﺪﻨﭼ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻝﺪﻣ ﮏﯾ ﺖﺧﺎﺳ

PyTorch ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻝﺪﻣ ﮏﯾ ﺖﺧﺎﺳ

PyTorch ﺭﺩ ﻥﻮﯿﺳﺮﮔﺭ ﻝﺪﻣ ﺖﺧﺎﺳ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ scikit-learn ﺎﺑ PyTorch ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺯﺍ

ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ PyTorch ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﺍﺭ ﯼﺍ ﻪﮑﺒﺷ ﯼﻮﺠﺘﺴﺟ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻭ ﻩﺮﯿﺧﺫ ﺍﺭ ﺩﻮﺧ PyTorch ﯼﺎﻫ ﻝﺪﻣ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

PyTorch ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﻊﺑﺍﻮﺗ

PyTorch ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﻑﺬﺣ ﯽﻫﺩ ﻢﻈﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

PyTorch ﺵﺯﻮﻣﺁ ﺭﺩ ﯼﺮﯿﮔﺩﺎﯾ ﺥﺮﻧ ﯼﺪﻨﺒﻧﺎﻣﺯ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

Dataset ﻭ DataLoader ﺎﺑ PyTorch ﻝﺪﻣ ﺵﺯﻮﻣﺁ

ﺎﻫﺭﺎﯿﻌﻣ ﻢﺴﺠﺗ ﺎﺑ ﺵﺯﻮﻣﺁ ﻝﻮﻃ ﺭﺩ ﻝﺪﻣ ﺭﺎﺘﻓﺭ ﮎﺭﺩ

ﻡﺎﮕﻨﻫﺩﻭﺯ ﻒﻗﻮﺗ ﻭ ﯽﺳﺭﺯﺎﺑ ﻁﺎﻘﻧ ﺎﺑ PyTorch ﺵﺯﻮﻣﺁ ﺪﻨﯾﺁﺮﻓ ﺖﯾﺮﯾﺪﻣ

PyTorch ﻝﺪﻣ ﮏﯾ ﻢﺴﺠﺗ

PyTorch ﺭﺩ ﻝﺎﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺖﺧﺎﺳ

PyTorch ﺭﺩ LeNet5 ﻝﺪﻣ ﺎﺑ ﺲﯾﻮﻧ ﺖﺳﺩ ﻢﻗﺭ ﺺﯿﺨﺸﺗ

LSTM ﺶﯿﭘ ﯼﺍﺮﺑﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑ PyTorch

PyTorch ﺭﺩ LSTM ﺎﺑ ﻦﺘﻣ ﺪﯿﻟﻮﺗ

PyTorch ﺭﺩ ﻪﯾﻻ ﮏﺗ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺎﺑ ﺮﯾﻮﺼﺗ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﮏﯾ ﺖﺧﺎﺳ

PyTorch ﺭﺩ ﯽﭘﻭﺮﺘﻧﺁ ﻞﺑﺎﻘﺘﻣ ﻥﺩﺍﺩ ﺖﺳﺩ ﺯﺍ ﺎﺑ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺵﺯﻮﻣﺁ

PyTorch ﺭﺩ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﮏﯾ ﺖﺧﺎﺳ

(ﻩﺯﻭﺭ 9 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) PyTorch ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ

ﻢﯿﻫﺩ ﻪﻌﺳﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻪﻧﻮﮕﭼ :PyTorch ﺵﺯﻮﻣﺁ

PyTorch ﺭﺩ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺍﻮﺗ

؟ﺖﺴﯿﭼ ﮒﺭﺰﺑ ﻥﺎﺑﺯ ﯼﺎﻫ ﻝﺪﻣ

ﺪﯿﺸﭽﺑ ﺍﺭ LLM ﻢﻌﻃ GPT4All ﺯﺍ

؟ﺖﺴﯿﭼ Few-Shot Prompting ﻭ Zero-Shot ﺖﺳﺍﻮﺧﺭﺩ

ChatGPT ﺎﺑ ﻪﻟﺎﻘﻣ ﮏﯾ ﻦﺘﺷﻮﻧ

ﻊﯾﺮﺳ ﯽﺳﺪﻨﻬﻣ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﮒﺭﺰﺑ ﯽﻧﺎﺑﺯ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﻢﻫﻮﺗ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ChatGPT ﺎﻤﺷ ﺺﺼﺨﺘﻣ ﺭﻭﺎﯾ ﻥﺍﻮﻨﻋ ﻪﺑ

ChatGPT ﺎﺑ ﺮﺛﻮﻣ ﯼﺮﮑﻓ ﻥﺎﻓﻮﻃ ﯼﺍﺮﺑ ﯽﯾﺎﻫ ﯼﮋﺗﺍﺮﺘﺳﺍ

ﻪﻤﺟﺮﺗ ﯼﺍﺮﺑ ChatGPT ﺯﺍ ﺮﺛﻮﻣ ﻩﺩﺎﻔﺘﺳﺍ

ChatGPT ﺎﺑ ﯼﺯﺎﺳ ﻪﺻﻼﺧ ﺮﺑ ﻂﻠﺴﺗ

ChatGPT ﺎﺑ ﺮﺛﻮﻣ ﻞﻣﺎﻌﺗ ﯼﺍﺮﺑ ﻊﯾﺮﺳ ﯽﺳﺪﻨﻬﻣ

ﺎﻤﺷ ﯽﺼﺨﺷ ﻢﻠﻌﻣ ﻥﺍﻮﻨﻋ ﻪﺑ ChatGPT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺎﻤﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺭﺎﯿﺘﺳﺩ ﻥﺍﻮﻨﻋ ﻪﺑ ChatGPT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ChatGPT ﺎﺑ ﺭﺍﺩﻮﻤﻧ ﺩﺎﺠﯾﺍ

ChatGPT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﻨﯾﻮﭘﺭﻭﺎﭘ ﻪﺋﺍﺭﺍ ﮏﯾ ﺩﺎﺠﯾﺍ

ChatGPT ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﮎﺭﺩ ﺖﯿﻠﺑﺎﻗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ChatGPT ﺎﺑ ﻖﯿﻘﺤﺗ ﯼﺍﺮﺑ ﻪﺘﻓﺮﺸﯿﭘ ﯼﺎﻫ ﮏﯿﻨﮑﺗ

ﺪﯾﺯﺎﺴﺑ ﻪﻧﺎﺧ ﺭﺩ ﺍﺭ ﺩﻮﺧ ChatGPT ﯽﻨﯿﻣ

ﯽﻋﻮﻨﺼﻣ ﻩﺩﺍﺩ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﻦﯾﺮﺗ ﻖﯿﻗﺩ :ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺮﺘﺸﯿﺑ

R ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

!ﻩﺩﺍﺩ ﻝﺎﺼﺗﺍ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺭﺩ ﯼﺭﺎﺼﺤﻧﺍ ﻒﯿﻔﺨﺗ ٪20 ﺎﺑ Devart ﯽﮕﻟﺎﺳ 26 ﺪﻟﻮﺗ ﻦﺸﺟ

R ﺭﺩ ﺎﻫﺭﺍﺩﺮﺑ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

R ﺭﺩ ﻩﺩﺍﺩ ﯼﺎﻫ ﺏﻮﭼﺭﺎﭼ ﻭ ﺎﻫ ﺖﺳﺮﻬﻓ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

R ﻂﯿﺤﻣ ﺭﺩ ﻥﺪﻧﺎﻣ ﻩﺪﻧﺯ

R ﺭﺩ ﺎﻫﺭﺍﺩﺮﺑ ﺕﺎﯿﻠﻤﻋ

R ﺭﺩ ﯽﻠﺧﺍﺩ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ

R ﺭﺩ ﻊﺑﺍﻮﺗ ﻭ ﻥﺎﯾﺮﺟ ﻝﺮﺘﻨﮐ ،ﻖﻄﻨﻣ

R ﺭﺩ ﺎﻫﺭﺍﺩﻮﻤﻧ ﻢﺳﺭ

R ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﺪﯿﻟﻮﺗ

R ﺭﺩ ﯼﺭﺎﻣﺁ ﯼﺎﻫ ﻥﻮﻣﺯﺁ

R Markdown ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

R ﺭﺩ dplyr ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﺵﻭﺎﮐ

R ﺭﺩ ﻢﺴﺠﺗ ﯼﺍﺮﺑ ggplot2 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﯼﺍﺮﺑ ﺯﺎﺑ ﻊﺒﻨﻣ ﻪﻧﺎﺨﺑﺎﺘﮐ :OpenCV ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘ

ﯽﮕﻧﺭ ﯼﺎﻫﺎﻀﻓ ﻞﯾﺪﺒﺗ ﻭ OpenCV ﺭﺩ ﺮﯾﻭﺎﺼﺗ ﺶﯾﺎﻤﻧ ،ﻦﺘﺷﻮﻧ ،ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻢﻠﯿﻓ ﺶﯾﺎﻤﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

OpenCV ﺎﺑ ﻮﯾﺪﯾﻭ ﺩﺎﺠﯾﺍ ﻭ ﺮﯾﻭﺎﺼﺗ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

K-Means Clustering ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ OpenCV

LoRA (LoRAX) ﯽﻓﺍﺮﺻ ﺎﺑ ﻩﺪﺷ ﻢﯿﻈﻨﺗ LLM ﻥﺍﺯﺭﺍ ﻭ ﻊﯾﺮﺳ ﺝﺎﺘﻨﺘﺳﺍ

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﺎﮕﯾﺎﺴﻤﻫ ﻦﯾﺮﺗﮏﯾﺩﺰﻧ-K ﯼﺪﻨﺑﻪﻘﺒﻃ

365 Data Science ﺪﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﻥﺎﮕﯾﺍﺭ ٪100 ﻪﺘﻔﻫ 2 ﺕﺪﻣ ﻪﺑ ﺍﺭ ﺎﻫ ﻩﺭﻭﺩ ﻪﻤﻫ

ﺎﻫ ﻪﺷﻮﮔ ﻭ ﺎﻫ ﻪﺒﻟ :OpenCV ﺭﺩ ﺮﯾﻮﺼﺗ ﯽﮔﮋﯾﻭ ﺝﺍﺮﺨﺘﺳﺍ

ﺕﺎﺤﯿﺿﻮﺗ ﯼﺎﻫﺭﺍﺩﺮﺑ ﻭ ﯼﺪﯿﻠﮐ ﻁﺎﻘﻧ :OpenCV ﺭﺩ ﺮﯾﻮﺼﺗ ﯽﮔﮋﯾﻭ ﺝﺍﺮﺨﺘﺳﺍ

OpenCV ﺎﺑ ﺎﻫ ﻥﺎﯾﺩﺍﺮﮔ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﺝﺍﺮﺨﺘﺳﺍ

OpenCV ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻦﯾﺮﻤﺗ ﯼﺍﺮﺑ ﺮﯾﻮﺼﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ

ﻢﯿﻫﺩ ﺵﺯﻮﻣﺁ OpenCV ﺭﺩ HOG ﺎﺑ ﺍﺭ ﺎﯿﺷﺍ ﺺﯿﺨﺸﺗ ﺭﻮﺗﻮﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

OpenCV ﺭﺩ ﯼﺭﺍﺩﺮﺑ ﯼﺎﻫ ﻦﯿﺷﺎﻣ ﺯﺍ ﯽﻧﺎﺒﯿﺘﺸﭘ

ONNX RT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺯﻭﺪﻨﯾﻭ ﯼﺎﻫﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ ﯼﺭﺍﺰﻓﺍﺖﺨﺳ ﻩﺪﻨﻫﺩﺏﺎﺘﺷ

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﺺﯿﺨﺸﺗ ﻭ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯼﺭﺍﺩﺮﺑ ﯼﺎﻫﻦﯿﺷﺎﻣ ﺯﺍ

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﺰﯿﺑ ﯽﻟﻮﻤﻌﻣ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯽﻓﺩﺎﺼﺗ ﻞﮕﻨﺟ

ﺎﯿﺷﺍ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ Haar Cascade ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

OpenCV ﺭﺩ Haar ﺭﺎﺸﺑﺁ ءﯽﺷ ﺯﺎﺳﺭﺎﮑﺷﺁ ﺵﺯﻮﻣﺁ

K-Means Clustering ﺭﺩ OpenCV ﻭ Application for Color Quantization

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﯾﻮﺼﺗ ﯼﺭﺍﺩﺮﺑ ﺶﯾﺎﻤﻧ

OpenCV ﺭﺩ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﻝﺪﻣ ﮏﯾ ﯼﺍﺮﺟﺍ

OpenCV ﺭﺩ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

(ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) OpenCV ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺍﻭﻮﯾﺁ ،ﺰﻤﯾﺍ ﯼﺍﺮﺑ Chi-Squared ﻥﻮﻣﺯﺁ ﻖﯾﺮﻃ ﺯﺍ ﻦﮑﺴﻣ ﺶﻨﯿﺑ ؟ﻪﻧ ﺎﯾ ﮊﺍﺭﺎﮔ

ﻦﮑﺴﻣ ﺖﻤﯿﻗ ﺮﺑ ﮒﺭﺰﺑ ﺩﻮﮐﺭ ﺮﯿﺛﺄﺗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ Kruskal-Wallis ﻭ ANOVA ﯼﺎﻫ ﻥﻮﻣ

ﻩﺩﺍﺩ ﻢﻠﻋ ﺭﺩ ﺕﺮﭘ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﮏﯿﺳﻼﮐ ﯼﺎﻫﺵﻭﺭ :ﺎﻫﺎﻨﺜﺘﺳﺍ ﯽﯾﺎﺳﺎﻨﺷ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﯽﻠﻤﻋ ﺶﻨﯿﺑ ﻪﺑ ﺕﻼﻐﺘﺴﻣ ﻭ ﮎﻼﻣﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯾﺪﺒﺗ :SQL ﺯﺍ ﺮﺗﺍﺮﻓ

ﻡﺎﻏﺩﺍ ﻭ ،ﺶﺧﺮﭼ ،ﻕﺎﺤﻟﺍ ،ﯼﺪﻨﺑ ﺶﺨﺑ ﺯﺍ ﯽﻧﻮﻔﻤﺳ :ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﮓﻨﻫﺎﻤﻫ

ﺎﻫ ﻩﺩﺍﺩ ﻢﻠﻋ ﻭ ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻊﺑﺎﻨﻣ ﻦﯾﺮﺘﻬﺑ

Skewness Be Gone: ﻩﺩﺍﺩ ﻥﺍﺪﻨﻤﺸﻧﺍﺩ ﯼﺍﺮﺑ ﻩﺪﻨﻨﮐ ﻝﻮﺤﺘﻣ ﯼﺎﻫﺪﻨﻓﺮﺗ

ﺲﮐﻮﻟ ﮎﻼﻣﺍ ﺕﺎﻤﯿﻤﺼﺗ ﺖﺸﭘ ﺭﺩ ﻢﺠﺴﻨﻣ ﯼﻭﺮﯿﻧ :ﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﺵﺯﺭﺍ ﻦﺘﻓﺎﯾ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯽﻨﻫﺫ ﻪﺸﻘﻧ ﺮﺑ ﻂﻠﺴﺗ :ﯽﭽﻨﯾﻭﺍﺩ ﻩﺩﺍﺩ ﺪﮐ

ﻖﯿﻤﻋ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺎﺗ ﻝﻭﺍ ﻩﺎﮕﻧ ﺯﺍ :ﻩﺩﺍﺩ ﯼﺎﻫ ﻥﺎﺘﺳﺍﺩ ﻥﺪﺷ ﺭﺎﮑﺷﺁ

ﺮﯾﻮﺼﺗ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ ﺭﺎﺸﺘﻧﺍ ﯼﺎﻫ ﻝﺪﻣ ﺮﺼﺘﺨﻣ ﯽﻓﺮﻌﻣ

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺮﺑ ﯽﻨﻓ ﯼﺍ ﻪﻣﺪﻘﻣ

Stable Diffusion Web UI ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﯼﺍﺮﺑ ﻩﺪﻨﻨﮐ ﮏﯾﺮﺤﺗ ﯼﺎﻫ ﮏﯿﻨﮑﺗ

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺭﺩ LoRA ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺭﺩ ﻪﻧﺎﻨﯿﺑ ﻊﻗﺍﻭ ﯼﺎﻫ ﻩﺮﻬﭼ ﺩﺎﺠﯾﺍ

Inpainting ﻭ Outpainting ﺎﺑ Stable Diffusion

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺎﺑ OpenPose ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﯼﺍﺮﺑ ﺮﺘﺸﯿﺑ ﻩﺪﻨﻨﮐ ﺐﯿﻏﺮﺗ ﯼﺎﻫ ﮏﯿﻨﮑﺗ

LLM ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﯼﺭﻭﺮﺿ ﻥﺎﮕﯾﺍﺭ ﺭﺍﺰﺑﺍ 5

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻪﮐ ﯽﺳﺎﺳﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻢﺘﯾﺭﻮﮕﻟﺍ 5

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

(ﻩﺯﻭﺭ ۷ ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﻩﺩﺍﺩ ﻢﻠﻋ ﻉﻭﺮﺷ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺮﺛﻮﻣ ﺭﺍﺮﻘﺘﺳﺍ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﺮﺗﺮﺑ ﯼﺎﻫ ﻩﺎﮕﺸﻧﺍﺩ ﺯﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Stable Diffusion ﯼﺍﺮﺟﺍ

ﺭﺮﺿ ﺪﯿﻔﻣ ﺩﺮﮑﻠﻤﻋ 5

ﺎﻫﺭﺯﻮﯿﻔﯾﺩ ﺎﺑ ﺮﺘﺸﯿﺑ ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﻪﻟﻮﻟ ﻂﺧ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺩ ﯼﺭﺎﮑﻤﻫ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻡﺮﻔﺘﻠﭘ 5

Inpainting ﻭ Outpainting ﺎﺑ Diffusers

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 5

LoRA ﺎﺑ ﻖﯿﻗﺩ ﻢﯿﻈﻨﺗ ﺭﺍﺪﯾﺎﭘ ﺶﺨﭘ

ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﮎﺭﺩ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻊﺒﻨﻣ 5

Dreambooth ﺎﺑ ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺵﺯﻮﻣﺁ

ﯽﺘﯾﻮﻘﺗ ﺵﺯﻮﻣﺁ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﺐﺳﺎﻨﻣ ﯽﻨﯿﺷﺎﻣ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﺩﺭﺍﺩ ﺹﺎﺼﺘﺧﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺵﺯﻮﻣﺁ ﻪﺑ ﻪﮐ YouTube ﻥﺎﮕﯾﺍﺭ ﻝﺎﻧﺎﮐ 5

Word Art :ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﻩﮊﻭﺮﭘ

ﺪﯿﻧﺍﻮﺨﺑ ﺪﯾﺎﺑ ﻪﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺩﺭﻮﻣ ﺭﺩ ﻥﺎﮕﯾﺍﺭ ﺏﺎﺘﮐ 5

ﺮﯾﻮﺼﺗ ﺩﺎﺠﯾﺍ :ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﻩﮊﻭﺮﭘ

ﺎﻤﺷ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺍﺮﺑ ﺐﺳﺎﻨﻣ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﺩﺎﻌﺘﻣﺎﻧ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﺮﺛﻮﻣ ﺵﻭﺭ 5

ﯼﺭﺎﺠﺗ ﺮﺘﺳﻮﭘ :ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﻩﮊﻭﺮﭘ

Docker ﯼﺍﺮﺑ ﯽﯾﺎﻬﻧ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﯽﻤﯾﺪﻗ ﯼﺎﻫ ﺲﮑﻋ ﯼﺎﯿﺣﺍ :ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﻩﮊﻭﺮﭘ

ﺎﻬﻧﺁ ﺯﺍ ﺏﺎﻨﺘﺟﺍ ﻩﻮﺤﻧ ﻭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺞﯾﺍﺭ ﻩﺎﺒﺘﺷﺍ 5

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺮﺛﻮﻣ ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 5

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺍ ﻪﻣﺪﻘﻣ :ﯽﺘﯾﻮﻘﺗ ﯼﺮﯿﮔﺩﺎﯾ ﻝﻮﺻﺍ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺮﺛﻮﻣ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﻥﺎﯾﺮﺘﺸﻣ ﯼﺪﻨﺑ ﻢﯿﺴﻘﺗ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

LangChain LLM ﯽﺟﻭﺮﺧ ﻩﺪﻨﻨﮐ ﻪﯾﺰﺠﺗ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

ﺎﻬﻧﺁ ﺮﺑ ﻪﺒﻠﻏ ﻩﻮﺤﻧ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺵﺮﯾﺬﭘ ﺭﺩ ﺶﻟﺎﭼ 5

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺎﺑ ControlNet ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﺵﺩﺮﮔ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ :AutoML ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺍﺮﺑ DIY ﻥﻮﺘﯾﺎﭘ ﻊﺑﺍﻮﺗ 5

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺪﺘﺒﻣ ﺮﻫ ﻪﮐ ﯼﺪﯿﻠﮐ ﺡﻼﻄﺻﺍ 7

ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺯﺍ ﺮﺛﻮﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

LLM ﺪﺷﺭﺍ ﯽﺳﺎﻨﺷﺭﺎﮐ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻊﺒﻨﻣ 7

ﻥﻮﯿﺳﺮﮔﺭ ﯼﺍﺮﺑ Statsmodels ﻭ Scikit-Learn ﻡﺎﻏﺩﺍ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﺎﻫﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﻢﯿﻈﻨﺗ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﺎﻤﺷ ﻝﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ ﺩﺮﺒﺸﯿﭘ :Cross Validation ﺎﺗ Train-Test ﺯﺍ

One Hot Encoding: ﮎﺭﺩ "Hot" ﺎﻫ ﻩﺩﺍﺩ ﺭﺩ

ﺪﯾﺍﺰﻓﺎﯿﺑ ﺵﺯﺭﺍ ﯼﺍ ﻪﻣﻭﺯﺭ ﺮﻫ ﻪﺑ ﺪﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ 7

ﯽﻠﺤﻣ ﺕﺭﻮﺻ ﻪﺑ Gemma 2 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺵﻭﺭ 3

NumPy ﺎﺑ ﻪﯾﺎﭘ ﯼﺭﺎﻣﺁ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﺐﯾﺍﺮﺿ ﺮﯿﺴﻔﺗ

ﯼﺰﯿﺑ ﺭﺎﻣﺁ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﯼﺍ ﻪﻠﻤﺟ ﺪﻨﭼ ﻥﻮﯿﺳﺮﮔﺭ ﺎﺑ ﻪﺘﻓﺮﺸﯿﭘ ﯼﺯﺎﺳ ﻝﺪﻣ :ﺎﻫ ﯽﻨﺤﻨﻣ ﻦﺘﻓﺮﮔ

ﺪﯿﻧﺍﺪﺑ 2024 ﻝﺎﺳ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺪﯾﺎﺑ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ 10

ﺪﯿﻧﺍﺪﺑ ﺵﻮﻏﺁ ﺭﺩ ﺕﺭﻮﺻ ﻝﺪﻣ ﻦﻤﺠﻧﺍ ﻭ ﺏﺎﻫ ﺩﺭﻮﻣ ﺭﺩ ﺪﯾﺎﺑ ﻪﮐ ﻪﭽﻧﺁ ﺮﻫ

2024 ﻝﺎﺳ ﺭﺩ ﯽﺘﯾﻮﻘﺗ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﺎﻣﺎﮕﺸﯿﭘ ﺩﺮﺑﺭﺎﮐ 5

ﺪﯿﻧﺍﻮﺨﺑ ﺪﯾﺎﺑ ﻪﮐ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺍﺬﮔﺮﯿﺛﺎﺗ ﻪﻟﺎﻘﻣ 5

ﯽﻟﺎﻣ ﺭﻮﻣﺍ ﺭﺩ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺯﺎﺳ ﻝﺪﻣ ﯼﺍﺮﺑ R ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

(ﻩﺯﻭﺭ 8 ﻩﺎﺗﻮﮐ ﺱﺭﻮﮐ) ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺎﺑ ﯽﻠﺧﺍﺩ ﯽﺣﺍﺮﻃ

ﺪﻧﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯽﻌﻗﺍﻭ ﯼﺎﯿﻧﺩ ﯼﺎﻫ ﺱﺎﯿﻗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟ

ﻪﻟﻮﻟ ﻁﻮﻄﺧ ﺕﺭﺪﻗ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺮﺛﻮﻣ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﺩﺍﺩ ﺪﻨﻫﺍﻮﺧ ﻞﮑﺷ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻨﯾﺁ ﻪﮐ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺭﻮﻬﻇﻮﻧ ﯼﺭﻭﺎﻨﻓ 5

ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﻞﻣﺎﮐ ﯽﻄﺧ ﺪﻨﭼ ﺮﺑ ﻪﺒﻠﻏ ﻭ ﺺﯿﺨﺸﺗ

ﺐﻠﻘﺗ ﺺﯿﺨﺸﺗ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ

ﻩﺪﺷﺕﺍﺯﺎﺠﻣ ﯼﺎﻫﻝﺪﻣ ﯼﺯﺎﺳﻪﻨﯿﻬﺑ ﻭ ﯼﺯﺎﺳﻩﺩﺎﯿﭘ :ﺖﯿﻘﻓﻮﻣ ﺎﺗ ﯼﺮﯾﺬﭘu20

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺎﻫﺪﻨﯾﺁﺮﻓ ﻥﺩﺮﮐ ﺭﺎﮐﺩﻮﺧ

ﻥﻮﯿﺳﺮﮔﺭ ﯼﺍﺮﺑ ﺖﺧﺭﺩ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺎﻫ ﻝﺪﻣ ﺵﻭﺎﮐ :ﺏﺎﻌﺸﻧﺍ

ﻝﺪﻣ ﺮﺘﻬﺑ ﺩﺮﮑﻠﻤﻋ ﯼﺍﺮﺑ ﯽﮔﮋﯾﻭ ﯽﺳﺪﻨﻬﻣ ﺮﺼﺘﺨﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯾﺯﺎﺴﺑ ﻪﺘﻔﻫ ﺮﺧﺁ ﻦﯾﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﻌﻗﺍﻭ ﯼﺎﯿﻧﺩ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ 5

ﯽﻓﺎﺸﺘﮐﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺭﺩ ﯼﺪﺘﺒﻣ ﺮﻔﺳ :ﺶﻨﯿﺑ ﺎﺗ ﺎﻫ ﻩﺩﺍﺩ ﺯﺍ

ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ :ﯽﺒﯿﺗﺮﺗ ﯼﺭﺍﺬﮔﺰﻣﺭ ﻭ ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ

ﺎﻫ ﻩﻭﺮﮔ ﺎﺑ ﺕﻼﻐﺘﺴﻣ ﻭ ﮎﻼﻣﺍ ﯽﻨﯿﺑ ﺶﯿﭘ ﺶﯾﺍﺰﻓﺍ :ﺎﻫ ﻞﮕﻨﺟ ﺎﺗ ﻥﺎﺘﺧﺭﺩ ﮏﺗ ﺯﺍ

2024 ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﻂﻠﺴﺗ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

Boosting Over Bagging: ﻥﺎﯾﺩﺍﺮﮔ ﻩﺪﻨﻨﮐ ﺖﯾﻮﻘﺗ ﯼﺎﻫﺭﻮﯿﺳﺮﮔﺭ ﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ ﺖﻗﺩ ﺶﯾﺍﺰﻓﺍ

ControlFlow ﺎﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻩﺪﻨﻨﮐ ﻡﺮﮔﺮﺳ ﯼﺩﺮﺑﺭﺎﮐ ﻪﻣﺎﻧﺮﺑ 3 ﺖﺧﺎﺳ

ﻞﻣﺎﮐ ﺵﻭﺎﮐ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﯽﻠﺧﺍﺩ ﻊﺑﺍﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﻡﺎﻏﺩﺍ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﻩﺍﺭ 3

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻈﻓﺎﺣ ﺺﯿﺼﺨﺗ ﯽﺑﺎﯾﺩﺭ ﻩﻮﺤﻧ

ﺩﺍﺩ ﻡﺎﺠﻧﺍ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻝﻮﻃ ﺭﺩ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻢﯾﺯﺎﺴﺑ ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﺎﺗ ﮏﯿﺗ ﯼﺯﺎﺑ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Palindrome ﻪﻣﺎﻧﺮﺑ

ﺯﻭﺪﻨﯾﻭ ﺭﺩ PIP ﺐﺼﻧ ﻩﻮﺤﻧ

ﻊﺒﻨﻣ ﺪﮐ ﺎﺑ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ 35

(ﺵﻭﺭ 6) ﻢﯿﻨﮐ ﻊﺑﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺩﺪﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ [1-::]

C، Python Program :ﺪﯿﻨﮐ ﺽﻮﻋ ﻡﻮﺳ ﺮﯿﻐﺘﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻭﺪﺑ ﺍﺭ ﺩﺪﻋ ﻭﺩ

ﺩﺪﻋ ﮏﯾ ﻞﯾﺭﻮﺘﮐﺎﻓ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﻭﮊﺎﻣ ﻥﺩﺮﮐ ﺩﺭﺍﻭ

Multithreading ﺵﺯﻮﻣﺁ :ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ GIL ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PyQt ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﯽﺣﺍﺮﻃ :ﻝﺎﺜﻣ ﺎﺑ PyQt5 ﺵﺯﻮﻣﺁ

ﻪﯾﺰﺠﺗ ﻭ ﻦﺘﺷﻮﻧ ،ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ XML ﻞﯾﺎﻓ

()urlopen ﻭ Urllib.Request ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺖﻧﺮﺘﻨﯾﺍ ﻪﺑ ﯽﺳﺮﺘﺳﺩ

ﻪﭽﺨﯾﺭﺎﺗ ﻭ ﯼﺭﺎﻤﻌﻣ ،ﺎﻫ ﯽﮔﮋﯾﻭ :ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻮﮕﻨﺟ ﺵﺯﻮﻣﺁ

ﺎﻫﺎﻋﺩﺍ ،ﺏﻮﭼﺭﺎﭼ ،ﺐﺼﻧ ﻩﻮﺤﻧ ،ﺖﺴﯿﭼ :PyTest ﺵﺯﻮﻣﺁ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻢﯾﻮﻘﺗ ﺵﺯﻮﻣﺁ

Python DateTime، TimeDelta، Strftime(Format) ﻝﺎﺜﻣ ﺎﺑ

Python RegEx: re.match()، re.search()، re.findall() ﻝﺎﺜﻣ ﺎﺑ

ﻝﺎﺜﻣ ﺎﺑ()Append ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ

ﻝﺎﺜﻣ ﺎﺑ() ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﻝﺎﺜﻣ ﺎﺑ() ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ

[ﻑﺬﺣ ،ﻑﺬﺣ ،ﭖﺎﭘ ،ﻥﺩﺮﮐ ﮎﺎﭘ] ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ ﺯﺍ ﺮﺼﻨﻋ ﻑﺬﺣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﯼﺭﺍﺮﮑﺗ ﺩﺭﺍﻮﻣ ﻑﺬﺣ ﻩﻮﺤﻧ

EXAMPLES ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ()ﺩﺍﺪﻌﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻦﯿﮕﻧﺎﯿﻣ ﻦﺘﻓﺎﯾ ﻩﻮﺤﻧ

[ﻪﻧﻮﻤﻧ] ﻝﻮﻃ ،ﯼﺯﺎﺳ ﺐﺗﺮﻣ ،ﻕﺎﺤﻟﺍ ،ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﮎﺭﺩ

ﺎﻬﻧﺁ ﻦﯿﺑ ﺕﻭﺎﻔﺗ - ﻮﮕﻨﺟ ﻞﺑﺎﻘﻣ ﺭﺩ ﮏﺳﻼﻓ

ﺱﻼﭘ ﺱﻼﭘ ﯽﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

x.3 ﻭ x.2 ﻦﯿﺑ ﯼﺪﯿﻠﮐ ﺕﻭﺎﻔﺗ :3 ﻥﻮﺘﯾﺎﭘ ﻞﺑﺎﻘﻣ ﺭﺩ 2 ﻥﻮﺘﯾﺎﭘ

ﺎﻬﻧﺁ ﻦﯿﺑ ﺕﻭﺎﻔﺗ - ﯽﺑﻭﺭ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

ﺎﻬﻧﺁ ﻦﯿﺑ ﯼﺪﯿﻠﮐ ﺕﻭﺎﻔﺗ :ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

؟ﺖﺴﯿﭼ ﺕﻭﺎﻔﺗ :ﻥﻮﺘﯾﺎﭘ ﻞﺑﺎﻘﻣ ﺭﺩ ﻭﺮﺑ

PHP ﺎﻬﻧﺁ ﻦﯿﺑ ﯼﺪﯿﻠﮐ ﺕﻭﺎﻔﺗ :ﻥﻮﺘﯾﺎﭘ ﻞﺑﺎﻘﻣ ﺭﺩ

Transpose، Multiplication، NumPy ﯼﺎﻫﻪﯾﺍﺭﺁ ﺯﺍ ﯽﯾﺎﻫﻪﻧﻮﻤﻧ :ﻥﻮﺘﯾﺎﭘ ﺲﯾﺮﺗﺎ

FB ﺩﻭﺭﻭ ﻝﺎﺜﻣ :ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮎﻮﺑ ﺲﯿﻓ ﻪﺑ ﺩﻭﺭﻭ

(ﻝﺎﺜﻣ ﻩﺍﺮﻤﻫ ﻪﺑ) PyUnit: Python Unit Testing Framework ﺵﺯﻮﻣﺁ

[ﺎﻫ ﻪﻧﻮﻤﻧ] ﻝﻭﺪﺟ ﻭ ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ :MySQL ﻝﺎﺼﺗﺍ ﺖﯿﻠﺑﺎﻗ ﺎﺑ ﻥﻮﺘﯾﺎﭘ

Python JSON: ﻞﯾﺎﻓ ﻥﺪﻧﺍﻮﺧ ﻭ (ﯼﺮﯿﮔﺭﺎﺑ) ﯽﯾﺎﺸﮔﺰﻣﺭ ،(ﭗﻣﻭﺩ) ﯼﺭﺍﺬﮔﺰﻣﺭ JSON

(ﺍﺪﻧﺎﭘ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ،ﻝﻭﮊﺎﻣ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ CSV ﻞﯾﺎﻓ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

SciPy ﺭﺩ Python Tutorial: What is, Library, Function & Examples

ﻝﺎﺜﻣ ﺎﺑ()readline ﻥﻮﺘﯾﺎﭘ ﺪﺘﻣ

[ﻝﺎﺜﻣ] ﻥﺩﺮﺑ ﻻﺎﺑ ﻭ ﺖﯾﺎﻬﻧ ﺭﺩ ،ﻦﺘﻓﺮﮔ ،ﻥﺎﺤﺘﻣﺍ :ﻥﻮﺘﯾﺎﭘ ءﺎﻨﺜﺘﺳﺍ ﺖﯾﺮﯾﺪﻣ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ZIP ﻞﯾﺎﻓ

()os.rename ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﻭ ﻞﯾﺎﻓ ﻡﺎﻧ ﺮﯿﯿﻐﺗ

.()shutil.copy()، shutil.copystat ﺪﺘﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﯽﭙﮐ

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ :ﻞﯾﺎﻓ ﺩﻮﺟﻭ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﺘﻣ ﻞﯾﺎﻓ (ﻦﺘﺷﻮﻧ) ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ ﻝﺎﺜﻣ ﺎﺑ ﺍﺭ ﻩﺪﺷ ﯼﺮﭙﺳ ﻥﺎﻣﺯ :ﻥﻮﺘﯾﺎﭘ ﺮﻤﯾﺎﺗ ﺩﺮﮑﻠﻤﻋ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯾﺪﺟ ﻂﺧ ﻥﻭﺪﺑ ﭖﺎﭼ ﻩﻮﺤﻧ :ﻥﻮﺘﯾﺎﭘ ﺪﯾﺪﺟ ﻂﺧ

type() ﻭ ininstance() ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

Python time.sleep(): (ﻝﺎﺜﻣ) ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺩﻮﺧ ﺪﮐ ﻪﺑ ﺍﺭ ﺮﯿﺧﺎﺗ

(ﻝﺎﺜﻣ) ﻪﺘﺷﺭ ،ﻞﭘﺎﺗ ،ﻪﻘﻠﺣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ()Enumerate ﻊﺑﺎﺗ

ﻝﺎﺜﻣ ﺎﺑ ﺎﻫ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻩﺪﻧﺭﺎﻤﺷ

LIFO ﻝﺎﺜﻣ ،FIFO :ﻥﻮﺘﯾﺎﭘ ﻒﺻ

ﺖﺸﮔﺯﺎﺑ ﻪﻧﻮﻤﻧ ﻞﺑﺎﻘﻣ ﺭﺩ ﻩﺩﺯﺎﺑ ﻭ ﺭﻮﺗﺍﺮﻧﮊ :ﺵﺯﻮﻣﺁ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺯﺎﺑ

Python Timeit() ﻝﺎﺜﻣ ﺎﺑ

EXAMPLES ﺎﺑ ﻥﻮﺘﯾﺎﭘ() ﻪﺸﻘﻧ ﻊﺑﺎﺗ

range() Python: Float، List، For Loop Examples ﻊﺑﺎﺗ

EXAMPLES ﺎﺑ ﻥﻮﺘﯾﺎﭘ()round ﻊﺑﺎﺗ

ﻖﻠﻄﻣ ﺭﺍﺪﻘﻣ ﺎﺑ ﯽﯾﺎﻫ ﻝﺎﺜﻣ :abs() Python ﻊﺑﺎﺗ

EXAMPLES ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺍﺪﺒﻣﻻ ﻊﺑﺍﻮﺗ

(ﻝﺎﺜﻣ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺎﺗ ﮏﯾ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻩﻮﺤﻧ

()def Main ﮎﺭﺩ :ﻝﺎﺜﻣ ﻥﻮﺘﯾﺎﭘ ﯽﻠﺻﺍ ﺵﻭﺭ ﻭ ﻊﺑﺎﺗ

(ﺵﻭﺭ 5) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ﻩﻮﺤﻧ

Python String split(): List, By Character, Delimiter EXAMPLE

ﻝﺎﺜﻣ ﺎﺑ find() Python String ﺵﻭﺭ

ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﻪﺘﺷﺭ ﻝﻮﻃ ﻪﻧﻮﮕﭼ :len() Python ﻊﺑﺎﺗ

ﺪﯿﻫﺩ ﺢﯿﺿﻮﺗ EXAMPLES ﺎﺑ()ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺖﻣﺮﻓ

EXAMPLES ﺎﺑ() ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ ﺩﺍﺪﻌﺗ

[ﺵﻭﺭ ﯼﺎﻫ ﻪﻧﻮﻤﻧ] ؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﺁ ﺯﺍ ﻪﻧﻮﮕﭼ :strip() Python String ﻊﺑﺎﺗ

ﮏﭼﻮﮐ ﻭ ﮒﺭﺰﺑ ﻑﻭﺮﺣ ،ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ،ﻢﯿﺴﻘﺗ ،ﻦﺘﺳﻮﯿﭘ ،ﯽﻨﯾﺰﮕﯾﺎﺟ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ

{EXAMPLES} ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯾﺬﭘﺎﻧﺮﯿﯿﻐﺗ ﻭ ﺮﯿﯿﻐﺗ ﻞﺑﺎﻗ ءﺎﯿﺷﺍ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﮑﺷ ﺪﻨﭼ

Python OOPs: Class، Object، Inheritance ﻭ Constructor ﻝﺎﺜﻣ ﺎﺑ

ﺪﯿﻨﮐ ﻝﺎﺳﺭﺍ Examples ﺎﺑ ﺍﺭ ﺕﺍﺭﺎﺒﻋ ،ﺪﯿﻫﺩ ﻪﻣﺍﺩﺍ ،ﻪﺘﺴﮑﺷ ﻥﻮﺘﯾﺎﭘ

Python For & while Loops: Enumerate, Break, Continue Statement

IF…Else، ELIF & Switch Case :ﻥﻮﺘﯾﺎﭘ ﯽﻃﺮﺷ ﺕﺍﺭﺎﺒﻋ

ﯼﺪﻌﺑﻭﺩ ﺖﺳﺮﻬﻓ ﯼﺎﻫﻪﻧﻮﻤﻧ :ﻥﻮﺘﯾﺎﭘ ﯼﺪﻌﺑ ﻭﺩ ﯼﺎﻫﻪﯾﺍﺭﺁ

ﺩﺎﺠﯾﺍ ،ﻒﯾﺮﻌﺗ - ﻥﻮﺘﯾﺎﭘ ﻪﯾﺍﺭﺁ

(=!) ﺖﺴﯿﻧ ﺮﺑﺍﺮﺑ ﺮﮕﻠﻤﻋ ﻥﻮﺘﯾﺎﭘ

ﻪﺴﯾﺎﻘﻣ ،ﯽﺑﺎﺴﺣ ،ﯽﻘﻄﻨﻣ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﮕﻠﻤﻋ

ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺭﺍﺪﻘﻣ/ﺪﯿﻠﮐ ﺖﻔﺟ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺳﻮﯿﭘ

ﻝﺎﺜﻣ ﻭ ﻮﺤﻧ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ

Python TUPLE – ﺪﯿﻠﮐ ،ﻑﺬﺣ ،ﺵﺮﺑ ،ﻪﺴﯾﺎﻘﻣ ،ﻥﺩﺮﮐ ﺯﺎﺑ ،ﻪﺘﺴﺑ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﭙﯾﺮﮑﺳﺍ ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ

ﺯﻭﺪﻨﯾﻭ ﻭ ﮏﻣ ،ﺲﮐﻮﻨﯿﻟ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ

(ﻪﻧﻮﻤﻧ) ﻥﻮﺘﯾﺎﭘ ﺭﺍﺮﻓ ﯼﺎﻫ ﺖﯿﺼﺨﺷ ﻪﻟﺎﺒﻧﺩ

ﯼﺍ ﻪﺘﺷﺭ ﯼﺎﻫﺮﯿﻐﺘﻣ ﻉﺍﻮﻧﺍ ﻡﻼﻋﺍ/ﻒﯾﺮﻌﺗ ﻩﻮﺤﻧ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺮﯿﻐﺘﻣ

ﻝﺎﺜﻣ ﺎﺑ ﭖﺎﭼ ﻩﻮﺤﻧ :()Python Print ﺕﺭﺎﺒﻋ

Hello World: ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ ﻦﯿﻟﻭﺍ

[Pycharm IDE] ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺐﺼﻧ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺵﺯﻮﻣﺁ

()ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﯽﭙﮐ

() ﮎﺎﭘ ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ

()Python extension ﺖﺳﺮﻬﻓ

()ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺩﺍﺪﻌﺗ

() ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ

() ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺝﺭﺩ

()ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

()ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻑﺬﺣ

()ﺱﻮﮑﻌﻣ ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ

() ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﭖﺎﭘ

()append ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ

ﺖﺳﺍ ﯽﻟﺎﺧ ﺖﺴﯿﻟ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ - ﻥﻮﺘﯾﺎﭘ

()ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻞﭘﺎﺗ ﺩﺍﺪﻌﺗ

()ﻥﻮﺘﯾﺎﭘ ﻞﭘﺎﺗ ﺺﺧﺎﺷ

ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻪﺑ ﻪﻋﻮﻤﺠﻣ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﺖﺴﯿﻟ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

Python ﻪﻋﻮﻤﺠﻣ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

ﻪﺘﺷﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺦﯾﺭﺎﺗ ﻥﺎﻣﺯ

Python ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ datetime ﺪﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﺪﯿﻠﮐ ﻑﺬﺣ

Python dict setDefault

ﻥﺪﺷ ﺭﻭﺎﻨﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

ﺩﻮﺷ ﯽﻣ ﺭﻭﺎﻨﺷ ﻪﺘﺷﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ

ﺖﺳﻮﯿﭘ ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻖﯾﺮﻃ ﺯﺍ ﺭﺍﺮﮑﺗ

ﻥﻮﺘﯾﺎﭘ ﻂﺳﻮﺗ ﺎﻫ ﻞﭘﺎﺗ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﺖﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺑﺎﺒﺣ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺪﯿﻠﮐ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﺖﺳﺍ ﻩﺪﻣﺁ ﺖﺳﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺸﮔﺯﺎﺑ ﻖﻤﻋ ﺮﺜﮐﺍﺪﺣ

ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺯﺍ ﻑﺬﺣ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﺮﺼﻨﻋ ﻦﯾﺮﺧﺁ

ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

ﺪﻨﮐ ﯽﻣ ﻑﺬﺣ ﻪﺘﺷﺭ ﺯﺍ ﺍﺭ ﺮﺘﮐﺍﺭﺎﮐ ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻑﺬﺣ String Python ﺯﺍ ﺍﺭ ﯽﻟﺎﺧ ﯼﺎﻀﻓ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯿﻤﯾﺍ ﺱﺭﺩﺁ ﯽﺠﻨﺳ ﺭﺎﺒﺘﻋﺍ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻪﺴﯾﺎﻘﻣ

ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻥﺩﻭﺰﻓﺍ

ﺖﺴﯿﻧ ﺮﺑﺍﺮﺑ ﺮﮕﻠﻤﻋ ﻥﻮﺘﯾﺎﭘ

ﻞﭘﺎﺗ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻞﯾﺪﺒﺗ ﺖﺴﯿﻟ

ﺖﺴﯿﻟ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻢﺘﯾﺁ ﺩﺍﺪﻌﺗ

ﺪﯿﻨﮐ ﺐﯿﮐﺮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﻭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﯼﺩﻭﺭﻭ ﻦﺘﻓﺮﮔ ﻩﻮﺤﻧ

ﺪﻨﮐ ﯽﻣ ﺩﺎﺠﯾﺍ ﯽﻟﺎﺧ ﻪﻋﻮﻤﺠﻣ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ

TypeError: ءﯽﺷ 'list' ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ

ﺪﯿﻧﺍﻮﺨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﻞﯾﺎﻓ

ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻦﺘﺷﻮﻧ

ﺖﯾﺎﺑ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻞﯾﺎﻓ ﺖﺴﯿﻟ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﻦﯿﮕﻧﺎﯿﻣ

SyntaxError: eol ﻪﻤﻠﮐ ﯽﻌﻗﺍﻭ ﯼﺎﻨﻌﻣ ﻪﺑ ﻪﺘﺷﺭ ﻦﮑﺳﺍ ﻡﺎﮕﻨﻫ

SyntaxError: "ﯽﻧﻭﺮﯿﺑ ﺩﺮﮑﻠﻤﻋ "ﺖﺸﮔﺯﺎﺑ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﻉﺎﺟﺭﺍ ﺺﯿﺼﺨﺗ ﺯﺍ ﻞﺒﻗ ﯽﻠﺤﻣ ﺮﯿﻐﺘﻣ

TypeError: ﺪﻨﺷﺎﺑ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺪﯾﺎﺑ ﻪﺘﺷﺭ ﯼﺎﻫ ﺺﺧﺎﺷ

Valueerror: literal ﯼﺍﺮﺑ int() ﺖﺳﺍ ﺮﺒﺘﻌﻣﺎﻧ 10 ﻪﯾﺎﭘ ﺎﺑ

Indexerror: ﺖﺳﺮﻬﻓ Index Out of Range

TypeError: unhashable ﻉﻮﻧ: 'list'

TypeError: ءﯽﺷ 'NoneType' ﺖﺴﯿﻧ ﺭﺍﺮﮑﺗ ﻞﺑﺎﻗ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﺮﺼﻨﻋ ﻦﯿﻟﻭﺍ

ﺪﯾﺪﺟ ﻂﺧ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ

json ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﺎﺒﯾﺯ

ﺪﻨﮐ ﯽﻣ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﺍﺭ int ﻭ ﻪﺘﺷﺭ ﻥﻮﺘﯾﺎﭘ

Python Regex ﯽﯾﺎﺒﻔﻟﺍ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﯼﺍﺮﺑ

.()cv2.imread ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

cv2 rectangle() ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

()cv2 resize ﺵﻭﺭ |ﻥﻮﺘﯾﺎﭘ

cv2 GaussianBlur() ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

Cv2 Canny() ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

ModuleNotFoundError: ﻡﺎﻧ ﻪﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ cv2 ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

.()cv2 cvtColor ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

()cv2 VideoCapture ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

.()cv2 threshold ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

cv2 findContours() ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ DataFrame ﺩﺎﺠﯾﺍ | ﺎﻫﺍﺪﻧﺎﭘ

DataFrame ﻪﺑ Pandas ﯼﺮﺳ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ DataFrame ﯼﺎﻫﺍﺪﻧﺎﭘ ﻪﺑ ﺍﺭ ﯽﻟﺎﺧ ﻥﻮﺘﺳ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ Pandas DataFrame ﻪﺑ ﺍﺭ numpy ﻪﯾﺍﺭﺁ

Pandas DataFrame ﻪﺑ NumPy Array

ﻥﻮﺘﺳ ﺭﺍﺪﻘﻣ ﺱﺎﺳﺍ ﺮﺑ Dataframe Pandas ﻥﺩﺮﮐ ﺮﺘﻠﯿﻓ ﻩﻮﺤﻧ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻒﯾﺩﺭ ﻥﺩﺮﮐ ﺎﻫﺭ ﻩﻮﺤﻧ

ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﯼﺎﻫﺍﺪﻧﺎﭘ ﻥﻮﺘﺳ ﺭﺩ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﻥﺩﺭﻭﺁ ﺖﺳﺪﺑ ﻩﻮﺤﻧ

Pandas DataFrame ﺭﺩ ﻥﻮﺘﺳ ﮏﯾ ﺲﻧﺎﮐﺮﻓ ﺩﺍﺪﻌﺗ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ ﺐﺼﻧ ﻩﻮﺤﻧ

ﺪﻨﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ ﺭﻭﺎﻨﺷ ﻪﺑ ﺍﺭ ﻥﻮﺘﺳ ﺎﻫﺍﺪﻧﺎﭘ

Pandas DataFrame ﻪﺑ CSV

.()cv2 imshow ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ

OpenCv ﺐﺼﻧ ﻭ ﯽﻓﺮﻌﻣ | ﻥﻮﺘﯾﺎﭘ

ﺪﻨﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ DataFrame ﻪﺑ ﺍﺭ ﺖﺴﯿﻟ ﺎﻫﺍﺪﻧﺎﭘ

ﺪﻨﻨﮐ ﯽﻣ ﺩﺎﺠﯾﺍ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﺍﺭ Dataframe ﺎﻫﺍﺪﻧﺎﭘ

ﺪﯿﻫﺩ ﺮﯿﯿﻐﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ ﻢﯾﺮﻓﺎﺘﯾﺩ ﯼﺎﻫ ﻥﻮﺘﺳ ﺐﯿﺗﺮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﻭﺎﻨﺷ ﯼﺩﻭﺭﻭ ﻦﺘﻓﺮﮔ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﺮﺼﻨﻋ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ﻡﺎﻤﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﻪﯿﻟﻭﺍ ﯽﻫﺩﺭﺍﺪﻘﻣ ﻩﻮﺤﻧ

ﺮﺑﺭﺎﮐ ﯼﺩﻭﺭﻭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﺏﺮﺿ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﯿﺤﻣ ﯼﺎﻫﺮﯿﻐﺘﻣ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻮﮑﻌﻣ ﻪﯾﺍﺭﺁ

ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ 'sklearn.cross_validation' ﻡﺎﻧ ﻪﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ [ﺪﺷ ﻊﻓﺭ]

ﻥﻮﺘﯾﺎﭘ ﺭﺩ FizzBuzz ﻪﻣﺎﻧﺮﺑ

؟'str' ﻪﻧ ،ﺖﺳﺍ ﺯﺎﯿﻧ ﺩﺭﻮﻣ ﺪﻨﻧﺎﻣ ﺖﯾﺎﺑ ﯽﺷ ﮏﯾ :ﻢﯿﻨﮐ ﻑﺮﻃﺮﺑ ﺍﺭ TypeError ﻪﻧﻮﮕﭼ

؟ﺖﺴﯿﻧ ﺖﺒﺛ ﻞﺑﺎﻗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ 'int' ءﯽﺷ :ﻢﯿﻨﮐ ﻑﺮﻃﺮﺑ ﺍﺭ TypeError ﻪﻧﻮﮕﭼ

؟ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺰﺠﺗ ﻡﺎﮕﻨﻫ ﻩﺮﻈﺘﻨﻣﺮﯿﻏ SyntaxError: EOF [ﺪﺷ ﻞﺣ]

(ﻩﺩﺎﺳ ﺭﻮﺼﻣ ﯼﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ =+

؟ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ «ﻝﻭﮊﺎﻣ» ءﯽﺷ :TypeError [ﻩﺪﺷ ﻞﺣ]

؟"Str" ﻪﻧ ،ﺪﻨﺷﺎﺑ ﺵﺮﺑ ﺎﯾ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺪﯾﺎﺑ ﺎﻫ ﺺﺧﺎﺷ ﺖﺳﺮﻬﻓ :TypeError [ﻩﺪﺷ ﻞﺣ]

؟ﺩﺮﮐ ﺏﺮﺿ ﻥﻮﺘﯾﺎﭘ ﺭﺩ «float» ﻉﻮﻧ ﺯﺍ ﺖﻨﯾﺍ ﺮﯿﻏ ﺭﺩ ﺍﺭ ﻪﻟﺎﺒﻧﺩ ﻥﺍﻮﺗ ﯽﻤﻧ ﺎﯾﺁ :TypeErro

ﺩﺭﺍﺪﻧ ﺖﻘﺑﺎﻄﻣ ﯽﻧﻭﺮﯿﺑ ﯽﮕﺘﻓﺭﻮﺗ ﺢﻄﺳ ﭻﯿﻫ ﺎﺑ Unindent :ﯽﮕﺘﻓﺭﻮﺗ ﯼﺎﻄﺧ [ﺪﺷ ﻞﺣ]

ﺩﺮﮐ ﻞﯾﺪﺒﺗ ﺭﻭﺎﻨﺷ ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ ﻥﺍﻮﺗ ﯽﻤﻧ :ValueError [ﺪﺷ ﻞﺣ]

ﺩﺮﮐ ﻡﺎﻏﺩﺍ str ﻪﺑ ﺍﺭ ("int" ﻪﻧ) str ﻥﺍﻮﺗ ﯽﻣ ﻂﻘﻓ :TypeError [ﻩﺪﺷ ﻞﺣ]

ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ "numpy" ﻡﺎﻧ ﺎﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ :ModuleNotFoundError [ﻊﻓﺭ]

ﺪﻧﻮﺷ ﯽﻤﻧ ﻞﯾﺪﺒﺗ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻝﻮﻃ ﺭﺩ ﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ ﻪﻤﻫ :TypeError [ﻩﺪﺷ ﻞﺣ]

['Fixed'] TypeError: ءﯽﺷ 'int' ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺿﺎﯾﺭ ﻪﻨﻣﺍﺩ ﯼﺎﻄﺧ :ValueError [ﻩﺪﺷ ﻞﺣ]

Python ﺪﻨﮐ ﯽﻣ ﻢﯿﺴﻘﺗ ﺎﻣﺎﮐ ﺎﺑ ﺍﺭ ﻪﺘﺷﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺱﺎﺳﺍ ﺮﺑ ﺎﻫ ﻪﺘﺷﺭ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﺩﻮﺷﯽﻤﻧ ﯽﻧﺎﺒﯿﺘﺸﭘ «int» ﻭ «str» ﯼﺎﻫﻪﻧﻮﻤﻧ ﻦﯿﺑ «>» :TypeError [ﺡﻼﺻﺍ]

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﭖﺎﭼ ﻩﻮﺤﻧ

ﺪﻨﮐ ﯽﻣ ﻑﺬﺣ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ Newline ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﺸﻋﺍ ﻥﺎﮑﻣ 2 ﻪﺑ ﺍﺭ Float ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﻐﺘﻣ ﺩﻮﺟﻭ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﮑﯿﻧﻮﯾ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻑﺬﺣ

ﺪﯿﻧﺍﻮﺨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻪﺑ ﻂﺧ ﺍﺭ ﯽﻨﺘﻣ ﻞﯾﺎﻓ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﺘﻔﻫ ﺯﻭﺭ

ﻪﺘﺷﺭ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻩﺭﺎﻤﺷ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻣﺎﻧﺮﺑ ﺯﺍ ﺝﻭﺮﺧ ﯼﺍﺮﺑ ﻩﺍﺭ 6

Python hex to int

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻪﺑ ﺯﻭﺭ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻩﺎﻣ ﺯﻭﺭ ﻦﯾﺮﺧﺁ

ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ 10 ﺎﺗ 1 ﻦﯿﺑ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ

ﻢﯿﻨﮐ ﺩﺮﮔ ﺭﺎﺸﻋﺍ 2 ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺮﺘﮐﺍﺭﺎﮐ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ DateTime ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺲﮑﯿﻧﻮﯾ ﻥﺎﻣﺯ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﺴﻣ ﺯﺍ ﻞﯾﺎﻓ ﻡﺎﻧ ﺖﻓﺎﯾﺭﺩ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﺍﺭ ﺎﻣﺎﮐ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻭﺩ ﺭﺩ ﺍﺭ ﮎﺮﺘﺸﻣ ﺮﺻﺎﻨﻋ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﯾﺎﺑ ﻪﺑ ﺍﺭ ﺰﮕﻫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﻣﺎﮐ ﺩﺪﻋ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺐﺗﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺖﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺍﺪﻋﺍ ﺱﺪﺣ ﯼﺯﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺮﻓ ﻝﻮﻗ ﻞﻘﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﯽﭙﮐ ﯼﺍﺮﺑ ﺵﻭﺭ 7

ﺪﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﺍﺭ ﯽﺘﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯿﻠﮐ ﺭﺎﺸﻓ ﺺﯿﺨﺸﺗ

ﺪﻨﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ int ﻪﺑ ﺍﺭ ﻥﻮﺘﺳ ﺎﻫﺍﺪﻧﺎﭘ

float ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ int ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Boolean ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻪﺑ ﺦﯾﺭﺎﺗ ﻞﯾﺪﺒﺗ

DataFrame ﺪﯿﻨﮐ ﯽﭙﮐ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺍﺭ

ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ 1 ﻭ 0 ﻦﯿﺑ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ

ﺍﺪﻧﺎﭘ ﺭﺩ ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﻥﺪﻧﺍﻮﺧ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﻢﯿﺴﻘﺗ

ﻪﻧﺎﮔﺪﻨﭼ ﺖﯿﻌﻗﻮﻣ ﺎﻫﺍﺪﻧﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﺩﺎﺠﯾﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯾﻮﺼﺗ ﻥﺪﻧﺎﺧﺮﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻪﺑ ﻩﺭﻭﺩ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﺘﺴﮐﺎﺧ ﺱﺎﯿﻘﻣ ﻪﺑ ﺮﯾﻮﺼﺗ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﺭﺩ ﺮﯾﻮﺼﺗ ﻩﺮﯿﺧﺫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺲﯾﺮﺗﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﻪﺑ XML ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻮﮑﻌﻣ ﺲﯾﺮﺗﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻮﮑﻌﻣ ﺱﺎﻤﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻮﮑﻌﻣ ﺱﻮﻨﯿﺴﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻮﮑﻌﻣ ﺱﻮﻨﯿﺳ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ ﺖﺳﺮﻬﻓ

[ﺵﻭﺭ 5] ﻞﯾﺎﻓ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻦﺘﺷﻮﻧ ﺮﯿﻐﺘﻣ

ﺪﯿﻨﮐ ﺭﺍﺮﮑﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﯼﺎﻫ ﻞﯾﺎﻓ ﻖﯾﺮﻃ ﺯﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﮏﯿﻠﮐ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺏﺮﺿ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

[ﻩﺍﺭ 5] CSV ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﯾﺍﺭﺁ

ﺪﯿﻫﺩ ﺮﯿﯿﻐﺗ Matplotlib ﺭﺩ ﺍﺭ ﻥﺍﻮﻨﻋ ﻢﻠﻗ ﻩﺯﺍﺪﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺭﺎﻤﺷ ﻪﺑ ﺎﻣﺎﮐ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﺪﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ CSV ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﮕﻧ ﻒﯿﻃ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﻂﺧ ﭖﺎﭼ

[ﻩﺍﺭ 3] ؟ﻥﻮﺘﯾﺎﭘ ﻪﺑ ﺩﻭﺭﻭ (%) ﭖﺎﭼ ﺪﺻﺭﺩ

(ﻝﺎﺜﻣ ﻥﺍﻮﻨﻋ ﻪﺑ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻥﺍﻮﻨﻋ ﻪﺑ ﺮﯿﻐﺘﻣ ﻡﺎﻧ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ

ﺪﻨﻨﮐ ﯽﻣ ﻦﯾﺰﮕﯾﺎﺟ ﻥﻮﺘﺳ ﺭﺩ ﺍﺭ ﺮﯾﺩﺎﻘﻣ ﺎﻫﺍﺪﻧﺎﭘ

ﺪﻨﮐ ﯽﻣ ﺍﺪﯿﭘ ﺍﺭ ﺖﺴﯿﻟ ﺭﺩ ﺩﻮﺟﻮﻣ ﯼﺎﻫﺩﺍﺪﺧﺭ ﻪﻤﻫ ﺯﺍ ﯽﺘﺳﺮﻬﻓ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻦﯾﺪﻨﭼ ﻦﺘﺷﺍﺬﮔ ﺖﻨﻣﺎﮐ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﻔﺻ ﺎﺑ ﺖﺴﯿﻟ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﯼﺍﺮﺑ ﻩﺍﺭ ﺭﺎﻬﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺶﯾﺍﺰﻓﺍ ﺮﮕﻠﻤﻋ

ﺪﯿﻧﺰﺑ ﻪﻘﻠﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻖﯾﺮﻃ ﺯﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﯽﻟﻮﺑ ﺖﻓﺎﯾﺭﺩ

ﻪﻘﻠﺣ ﺶﻫﺎﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺢﯿﺤﺻ ﺩﺪﻋ ﯼﺩﻭﺭﻭ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ 2 ﻪﻘﻠﺣ ﺶﯾﺍﺰﻓﺍ ﯼﺍﺮﺑ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﯼﺍﺭﺁ ﺖﯾﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺩﺮﮐ ﻩﺎﺗﻮﮐ ﺭﻭﺎﻨﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺻﻮﺼﺧ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﯽﺴﯾﻮﻧﺯﺎﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻞﯾﺎﻓ ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﮐ ﯽﺗﺭﻮﺻ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﻪﺑ int ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Char ﻪﯾﺍﺭﺁ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺎﺗ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﯾﺎﯾﺪﻠﻗﺍ ﻪﻠﺻﺎﻓ ﻪﺒﺳﺎﺤﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﻭﺩ ﯽﺑﺎﯾ ﻥﻭﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻊﻃﺎﻘﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ int ﻪﯾﺍﺭﺁ ﻪﺑ ﺭﻭﺎﻨﺷ ﻪﯾﺍﺭﺁ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﻐﺘﻣ ﭖﺎﭼ ﻉﻮﻧ

(ﻝﺎﺜﻣ ﺎﺑ) ؟ﻢﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ nan ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻖﻠﻄﻣ ﺮﯿﺴﻣ

؟ﻢﯿﻨﮐ ﭖﺎﭼ ﻞﯾﺎﻓ ﯼﻭﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻼﮐ ﻡﺎﻧ ﺖﻓﺎﯾﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺪﻘﻣ ﺱﺎﺳﺍ ﺮﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺪﻌﺘﻣ ﯼﺎﻫ ﻩﺪﻨﻨﮐﺍﺪﺟ ﺎﺑ ﻪﺘﺷﺭ ﻢﯿﺴﻘﺗ

NoneType ﻥﻮﺘﯾﺎﭘ ﺭﺩ

Python If with And Operator

Python If with NOT Operator

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺳﺮﻬﻓ

(ﺭﺎﻈﺘﻧﺍ ﺩﺭﻮﻣ 2) ﯼﺪﻨﺑ ﻪﺘﺴﺑ ﻥﺩﺮﮐ ﺯﺎﺑ ﯼﺍﺮﺑ ﯼﺩﺎﯾﺯ ﺮﯾﺩﺎﻘﻣ :ValueError [ﻊﻓﺭ]

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Callback ﻊﺑﺎﺗ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﯾﺍﺭﺁ ﻩﺯﺍﺪﻧﺍ :ﻥﻮﺘﯾﺎﭘ ﻪﯾﺍﺭﺁ ﻩﺯﺍﺪﻧﺍ

[ﺵﻭﺭ ۹] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﻭﺎﻨﺷ ﻩﺩﻭﺪﺤﻣ ﺩﺎﺠﯾﺍ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ Dict ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﻪﺑ ﻕﺎﺤﻟﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﺘﻣ ﻪﺑ PDF ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 8] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﻪﺴﯾﺎﻘﻣ ﻩﻮﺤﻧ

CharAt ﻥﻮﺘﯾﺎﭘ ﺭﺩ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﻪﻋﻮﻤﺠﻣ ﻞﯾﺪﺒﺗ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ %

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ nan ﺎﺑ ﺍﺭ ﯽﯾﺎﻫ ﻒﯾﺩﺭ

؟ﻢﯿﻨﮐ ﯽﭙﮐ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻞﯾﺎﻓ ﻪﻧﻮﮕﭼ

[ﺵﻭﺭ 5] ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻥﻮﺘﺳ ﻪﺑ ﻊﺑﺎﺗ ﻝﺎﻤﻋﺍ ﻩﻮﺤﻧ

[ﺵﻭﺭ 3] ﺪﯾﺭﺎﻤﺸﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺩﺍﺪﻌﺗ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻪﺘﺷﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﻐﺘﻣ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﮕﯾﺩ ﻪﺷﻮﭘ ﺭﺩ ﻞﯾﺎﻓ ﻥﺩﺮﮐ ﯽﭙﮐ ﻩﻮﺤﻧ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧﺮﯾﺯ ﺎﺑ ﻪﻠﺻﺎﻓ ﻥﺩﺮﮐ ﻦﯾﺰﮕﯾﺎﺟ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﺯﺍ ﻝﺎﺳ ﺖﻓﺎﯾﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ

ﺖﺴﯿﻧ JSON ﯼﺯﺎﺳﻝﺎﯾﺮﺳ ﻞﺑﺎﻗ int64 ﻉﻮﻧ ﺯﺍ ﯽﺷ [ﻊﻓﺭ]

ﻂﺧ ﻪﻣﺍﺩﺍ ﻪﺴﯾﻮﻧ ﺯﺍ ﺪﻌﺑ ﻩﺮﻈﺘﻨﻣﺮﯿﻏ ﻪﺴﯾﻮﻧ :ﯼﻮﺤﻧ ﯼﺎﻄﺧ [ﻊﻓﺭ]

Word ﺯﺍ ﺍﺭ String ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﺰﺘﻧﺍﺮﭘ ﻑﺬﺣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Datetime ﻪﺑ ﻪﯿﻧﺎﺛ ﻥﺩﻭﺰﻓﺍ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﺎﻫ ﻝﻮﻗ ﻞﻘﻧ ﻑﺬﺣ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ String ﺯﺍ ﺍﺭ ﺶﻠﺳﺍ ﮏﺑ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻦﯾﺪﻟﺍﻭ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ

HTML ﺯﺍ ﺍﺭ URL ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺯﻭﺮﻣﺍ ﺦﯾﺭﺎﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ YYYYMMDD ﻪﺑ ﺦﯾﺭﺎﺗ ﺖﻣﺮﻓ

ﺪﯿﻨﮐ ﺮﺒﺻ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﻧﺎﺛ ۱

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻥﺩﺮﮐ ﺯﺎﺑ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺎﻘﺒﻃ ﻢﯿﺴﻘﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﭖﺎﭼ ﻞﺑﺎﻘﻣ ﺭﺩ ﺖﺸﮔﺯﺎﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ 100 ﺎﺗ 1 ﺯﺍ ﺖﺴﯿﻟ ﮏﯾ

URL ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﺘﻣ ﺯﺍ ﺍﺭ ﺎﻫ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ 10 ﺎﺗ 1 ﺯﺍ ﻪﯾﺍﺭﺁ ﮏﯾ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ txt.ﺖﺳﺍﻮﺧﺭﺩ

CSV ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﺢﯿﺤﺻ ﺩﺪﻋ ﺝﺍﺮﺨﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻪﺑ ﻩﺎﻣ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Function ﺯﺍ ﺍﺭ ﺮﯿﻐﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ n Times ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﭖﺎﭼ

Escape Curly Brace ﺭﺩ f-String ﻥﻮﺘﯾﺎﭘ ﺭﺩ

[ ﻩﺍﺭ 3 ] ﻥﻮﺘﯾﺎﭘ ﻪﻘﻠﺣ ﺭﺩ ﺵﺭﺎﻤﺷ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺭﺩ ﺩﺭﻭ ﯽﻨﯾﺰﮕﯾﺎﺟ ﻩﻮﺤﻧ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻪﺑ ﺖﻋﺎﺳ ﻥﺩﻭﺰﻓﺍ

ﺪﯿﻧﺍﺩﺮﮔﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻂﻠﻏ ﺎﯾ ﺖﺳﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺪﻋ ﻪﺑ ﻩﺎﻣ ﻡﺎﻧ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﯼﺮﻨﺸﮑﯾﺩ ﻥﺩﻭﺰﻓﺍ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﺭﻮﺗﺍﺮﻧﮊ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﭖﺎﭼ ﺪﻟﻮﻣ ءﯽﺷ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﺯﺍ ﺍﺭ ﺖﻋﺎﺳ

[ ﻩﺍﺭ 3 ] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮏﯾ ﻖﯿﻤﻋ ﯽﭙﮐ ﻩﻮﺤﻧ

UUID ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ bool ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 7 ] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻌﻓ ﺖﺳﺮﻬﻓ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﮕﯾﺪﮑﯾ ﺎﺑ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻪﺴﯾﺎﻘﻣ

If-else ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﮏﯾ ﺭﺩ

xa0 ﺯﺍ ﺍﺭ String ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﺮﯿﺴﻣ ﺯﺍ ﺍﺭ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﻡﺎﻧ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ HTML ﯼﺎﻫ ﺐﺴﭼﺮﺑ ﻑﺬﺣ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﺮﺘﮐﺍﺭﺎﮐ ﻦﯾﺮﺧﺁ ﻭ ﻦﯿﻟﻭﺍ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﻡﺎﻧ ﺯﺍ ﺍﺭ ﺪﻧﻮﺴﭘ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ Int ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫ ﺖﯾﺎﺑ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﺮﮔﺍ

CSV ﺪﯿﻧﺍﻮﺨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻪﺑ ﻂﺧ ﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺟﺭﺩ ﺩﺎﻤﻧ ﭖﺎﭼ

[ﺵﻭﺭ 3] ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺭﺩ Space ﺎﺑ ﺍﺭ ﺎﻣﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﺸﻋﺍ ﯼﺎﻫ ﻥﺎﮑﻣ ﺵﺭﺎﻤﺷ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺍﺮﺑ ﻪﻘﻠﺣ ﮏﯾ ﺭﺩ ﺱﻮﮑﻌﻣ ﺵﺭﺎﻤﺷ

Tabs ﺎﺑ ﺍﺭ Spaces ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﺪﯿﻨﮐ ﻩﺮﯿﺧﺫ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯾﻮﺼﺗ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ Numpy ﻪﯾﺍﺭﺁ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺭﺍﺮﮑﺗ ﻞﺑﺎﻗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺮﮑﻠﻤﻋ ﺯﺍ ﻥﺪﺷ ﺝﺭﺎﺧ

[ﻩﺍﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺮﻓ ﺶﻠﺳﺍ ﮏﺑ ﺮﺘﮐﺍﺭﺎﮐ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﺍﺭ ﺩﺮﻔﻨﻣ ﯼﺎﻫ ﻝﻮﻗ ﻞﻘﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﯽﻣﻭﺭ ﺩﺪﻋ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﺮﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﺎﺑ ﺍﺭ ﻪﯾﺍﺭﺁ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﺯﺍ ﺯﻭﺭ ﻡﺎﻧ ﺖﻓﺎﯾﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﮑﯿﻧﻮﯾ ﺮﺘﮐﺍﺭﺎﮐ ﭖﺎﭼ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﮕﻫ ﺕﺭﻮﺻ ﻪﺑ int ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻪﺑ ﻂﺧ ﯼﺮﻨﺸﮑﯾﺩ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ b ﻥﻭﺪﺑ ﺖﯾﺎﺑ ﭖﺎﭼ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﯼﺎﻫ ﻪﺘﺷﺭ ﺮﯾﺯ ﻪﻤﻫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﮑﯿﻧﻮﯾ ﻥﺎﻣﺯ ﻪﺑ ﺦﯾﺭﺎﺗ ﻞﯾﺪﺒﺗ

Tuple ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﺍﺭ

TypeError: ﻉﻮﻧ ءﯽﺷ Datetime ﻝﺎﯾﺮﺳ ﻞﺑﺎﻗ ﻥﻮﺘﯾﺎﭘ ﺭﺩﺎﺑ ﯼﺯﺎﺳ Json ﺖﺴﯿﻧ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ 0 ﻪﺑ 1 ﻭ 1 ﻪﺑ 0

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﮕﻫ ﺕﺭﻮﺻ ﻪﺑ ﺎﻫ ﺖﯾﺎﺑ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﻞﺒﻗ r ﺪﻧﻮﺸﯿﭘ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻭﺩ ﻦﯿﺑ ﺦﯾﺭﺎﺗ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

[ﺵﻭﺭ 7] ﻥﻮﺘﯾﺎﭘ ﺭﺩ 0x ﻥﻭﺪﺑ ﺰﮕﻫ ﭖﺎﭼ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺸﻋﺍ ﻥﻭﺪﺑ ﻩﺭﺎﻤﺷ ﭖﺎﭼ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﺎﮔﻭﺩ ﯼﺎﻫ ﻝﻮﻗ ﻞﻘﻧ ﺎﺑ ﯽﮑﺗ ﯼﺎﻫ ﻝﻮﻗ ﻞﻘﻧ ﯼﺎﺟ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Temp ﯼﺭﻮﺘﮐﺮﯾﺍﺩ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﺎﺧ ﻪﺘﺷﺭ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﯼﺮﮕﯾﺩ ﺮﺼﻨﻋ ﺮﻫ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ datetime ﺯﺍ Time ﻑﺬﺣ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻩﺎﻣ ﺯﻭﺭ ﻦﯿﻟﻭﺍ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺯﻭﺭ ﻭﺩ ﻦﯿﺑ ﯼﺎﻫ ﺦﯾﺭﺎﺗ ﻡﺎﻤﺗ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺦﯾﺭﺎﺗ ﻭﺩ ﻦﯿﺑ ﯼﺭﺎﮐ ﯼﺎﻫﺯﻭﺭ ﺩﺍﺪﻌﺗ

[ﺵﻭﺭ 7] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺎﻣﺎﮐ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻦﯿﺑ ﻪﻠﺻﺎﻓ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﺘﻧﺍﺮﭘ ﻥﻭﺪﺑ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Temp ﻞﯾﺎﻓ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﭖﺎﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﻪﺘﺷﺭ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﻡﺍﺪﮐ ﭻﯿﻫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺸﻋﺍ ﻑﺬﺣ ﻩﻮﺤﻧ

[ﻩﺍﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ if ﺕﺭﺎﺒﻋ ﺯﺍ ﺝﻭﺮﺧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻥﺎﻤﻫ ﺭﺩ ﻪﺘﺷﺭ ﻭ ﺮﯿﻐﺘﻣ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷ ﭖﺎﭼ ﯼﺎﻫ ﺵﻭﺭ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ NewLine ﻑﺬﺣ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﺎﺗ ﻪﺘﺷﺭ ﭖﺎﭼ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺰﺠﻣ ﻁﻮﻄﺧ ﯼﻭﺭ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﭖﺎﭼ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﻐﺘﻣ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﺯﺍ ﺍﺭ ﯽﻟﺎﺧ ﻁﻮﻄﺧ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﯼﺭﺍﺬﮔ ﻪﻄﻘﻧ ﻢﺋﻼﻋ ﻑﺬﺣ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺯﻭﺮﻣﺍ ﺯﺍ ﺮﺘﮔﺭﺰﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﻭﺩ ﻦﯿﺑ ﻪﺘﺷﺭ ﺖﻓﺎﯾﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﺴﻣ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

[ﻩﺍﺭ 2] ﻥﻮﺘﯾﺎﭘ ﻪﻘﻠﺣ ﺭﺩ ﺎﻫﺭﺍﺮﮑﺗ ﺯﺍ ﺵﺮﭘ

[ﺵﻭﺭ 2] ﻥﻮﺘﯾﺎﭘ ﺭﺩ Stdout ﻪﺑ ﺩﻭﺭﻭ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﻞﺒﻗ b ﺪﻧﻮﺸﯿﭘ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻢﻗﺭ ﻪﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﻢﯿﺴﻘﺗ

[ﻩﺍﺭ 2] ﺖﺴﯿﻟ ﻪﺑ Pandas Dataframe ﻥﻮﺘﺳ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﻪﺘﺷﺭ ﺮﯾﺯ ﻑﺬﺣ

[ﻩﺍﺭ 2 ] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﻭﺩ ﻦﯿﺑ ﯼﺎﻫ ﻩﺎﻣ ﺖﺴﯿﻟ ﺖﻓﺎﯾﺭﺩ

[ﺵﻭﺭ 4 ] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﻦﺘﻓﺎﯾ

[ﺵﻭﺭ 7] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﺕﺎﻌﻓﺩ ﺩﺍﺪﻌﺗ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻣﺎﮐ ﺎﺑ ﻩﺪﺷ ﺍﺪﺟ ﻪﺘﺷﺭ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﻞﯾﺎﻓ ﻦﺘﺷﻮﻧ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﺭﺩ ﯽﺷ ﻩﺮﯿﺧﺫ

[ﺵﻭﺭ 2] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻪﻣﺍﺩﺍ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

[ﺵﻭﺭ 4] ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯼﺩﺪﻋ ﺮﯿﻏ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻪﻤﻫ ﻑﺬﺣ

[ﺵﻭﺭ 2] ﻥﻮﺘﯾﺎﭘ ﺭﺩ UTF-8 ﻪﺑ ﻪﺘﺷﺭ ﯼﺭﺍﺬﮔﺰﻣﺭ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ Int ﻪﯾﺍﺭﺁ ﻪﺑ ﯼﺍ ﻪﺘﺷﺭ ﻪﯾﺍﺭﺁ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 3] ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻩﺪﻨﯾﺁ ﻩﺎﻣ ﺯﻭﺭ ﻦﯿﻟﻭﺍ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺑ N ﺖﺴﯿﻟ ﺭﺍﺮﮑﺗ

ﺖﺳﺍ ﻩﺪﺸﻧ ﻒﯾﺮﻌﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ «unicode» ﻡﺎﻧ NameError [ﻊﻓﺭ]

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﮕﯾﺩ ﻊﺑﺎﺗ ﺯﺍ ﻊﺑﺎﺗ ﯽﻧﺍﻮﺧﺍﺮﻓ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ NaN ﺮﯾﺩﺎﻘﻣ ﻡﺎﻤﺗ ﺯﺍ ﻪﯾﺍﺭﺁ ﺩﺎﺠﯾﺍ

[ﻩﺍﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺭﺩ ﺎﻫ ﻞﯾﺎﻓ ﺵﺭﺎﻤﺷ

[ﻩﺍﺭ 2] ﻥﻮﺘﯾﺎﭘ ﺭﺩ CSV ﻞﯾﺎﻓ ﻦﯾﺪﻨﭼ ﻡﺎﻏﺩﺍ

[ﺵﻭﺭ 5] ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﺮﺼﻨﻋ n ﻦﯿﻟﻭﺍ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 5] ﺖﺳﺍ ﯽﻟﺎﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﻐﺘﻣ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻠﺻﺎﻓ ﻥﻭﺪﺑ ﭖﺎﭼ

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯾﺪﺟ ﻂﺧ ﻥﻭﺪﺑ ﻞﯾﺎﻓ ﻥﺪﻧﺍﻮﺧ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﯾﺎﺒﻔﻟﺍ ﺮﯿﻏ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻑﺬﺣ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﻪﯾﺍﺭﺁ ﺩﺎﺠﯾﺍ

Python Sleep Milliseconds(ms) ﻝﺎﺜﻣ ﺎﺑ

ﺖﺴﯿﻧ ﮎﺍﺮﺘﺷﺍ ﻞﺑﺎﻗ ءﯽﺷ "TypeError: "dict_values [ﻩﺪﺷ ﻞﺣ]

[ﻩﺍﺭ 2] ﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ ﺎﺑ Bash ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﯽﻧﺍﻮﺧﺍﺮﻓ

ﺖﺳﺍ ﻩﺪﺸﻧ ﻒﯾﺮﻌﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ xrange ﻡﺎﻧ :NameError [ﺪﺷ ﻞﺣ]

[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ Hex ﻞﯾﺪﺒﺗ

ﺖﺳﺍ ﻩﺪﺸﻧ ﻒﯾﺮﻌﺗ ﻡﺎﻧ ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ :NameError [ﺪﺷ ﻞﺣ]

[ﻥﺎﺳﺁ ﻩﺍﺭ 2] ﺍﺪﻧﺎﭘ ﺭﺩ ﺭﻭﺎﻨﺷ ﻪﺑ ﯽﺷ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 5] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﺖﺴﯿﻟ ﻪﺑ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﯾﺍﺭﺁ ﺯﺍ ﻪﯾﺍﺭﺁ ﺩﺎﺠﯾﺍ

[ﺵﻭﺭ 3] NumPy ﻪﯾﺍﺭﺁ ﺭﺩ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﺵﺭﺎﻤﺷ

[ﺵﻭﺭ 5] Bash ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﺯﺍ ﯽﺟﻭﺮﺧ ﺖﻓﺎﯾﺭﺩ

()cv2 imwrite ﺵﻭﺭ | ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ README ﯽﻟﺎﻋ ﯼﺎﻫ ﻞﯾﺎﻓ ﺩﺎﺠﯾﺍ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﺎﻬﻨﭘ Gem Python ﻪﻧﺎﺨﺑﺎﺘﮐ 5

NumPy ﯽﻄﺧ ﺮﺒﺟ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﺒﺗﺍﺮﻣ ﻪﻠﺴﻠﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﯽﻫﺪﻧﺎﻣﺯﺎﺳ ﯼﺍﺮﺑ MultiIndex ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ Pathlib ﺎﺑ ﺎﻫﻞﯾﺎﻓ ﺯﺍ ﯼﺮﯿﮔﻥﺎﺒﯿﺘﺸﭘ ﻭ ﻮﺠﺘﺴﺟ ،ﯽﻫﺪﻧﺎﻣﺯﺎﺳ

NumPy ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ

ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ NumPy ﺭﺩ ﻩﺪﺷ ﮏﺳﺎﻣ ﯼﺎﻫ ﻪﯾﺍﺭﺁ

NumPy ﺮﯾﻮﺼﺗ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ

ﻩﺩﺍﺩ ﺖﻋﺮﺳ ﻭ ﯽﯾﺍﺭﺎﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﮑﻧ 5

GPT-4o ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺖﺧﺎﺳ ﺵﻭﺭ 3

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﻥﺎﺳﺁ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﮓﻧﻭﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ :ﮎﺎﺗ ﮏﯿﺗ

NumPy ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺖﻋﺮﺳ ﺶﯾﺍﺰﻓﺍ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﺑﺎﯾ ﻥﻭﺭﺩ ﯼﺎﻫ ﮏﯿﻨﮑﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﺩﺭﻮﺧﺮﺑ ﻩﻮ

ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﺕﺎﺒﺳﺎﺤﻣ ﻡﺎﺠﻧﺍ ﯼﺍﺮﺑ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﯼﺭﺎﻣﺁ ﻊﺑﺍﻮﺗ 10

Walrus Python ﺮﮕﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ (ﻪﻧ) ﻩﻮﺤﻧ

NumPy ﺮﺗﺪﻣﺁﺭﺎﮐ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ

NLP ﻒﯾﺎﻇﻭ ﯼﺍﺮﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﻨﺘﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﻭ ﯼﺯﺎﺴﮐﺎﭘ

NumPy ﺎﺑ ﺎﻫ ﻪﯾﺍﺭﺁ ﻪﺑ Padding ﻝﺎﻤﻋﺍ ﻩﻮﺤﻧ

Pip Install YOU: ﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﯽﻄﺧ ﺮﯿﻏ ﺕﻻﺩﺎﻌﻣ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﻞﺣ ﯼﺍﺮﺑ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﺭﺩ ﻢﻈﻨﻣ ﺕﺍﺭﺎﺒﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 5

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ Dataset ﺭﺩ Outliers ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻩﺩﺍﺩ ﺱﺪﻨﻬﻣ ﺮﻫ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﯽﻠﺧﺍﺩ ﻝﻭﮊﺎﻣ 10

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻩﺩﺍﺩ ﺮﺛﻮﻣ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ DataFrame ﯼﺎﻫ ﻥﻮﺘﺳ ﯼﻭﺭ ﺮﺑ ﻩﺪﯿﭽﯿﭘ ﯼﺎﻫﺮﺘﻠﯿﻓ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ML ﺕﺭﺪﻗ ﺎﺑ ﺏﻭ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ ﯼﺍﺮﺑ FastAPI ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﯾﺎﭘ ﻝﺮﺘﻨﮐ ﻪﯾﺮﻈﻧ :ﻢﯾﺯﺎﺴﺑ ﮏﺷﻮﻣ ﻝﺮﺘﻨﮐ ﻢﺘﺴﯿﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻩﺩﺎﺳ ﯽﻟﺎﻣ ﺭﻮﻣﺍ ﻭ ﯼﺮﺑﻭﺎﻧ ﺭﺩ ﺍﺭ ﺍﺪﺻ ﻭ ﺮﺳ ﺮﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ ؟ﺖﺴﯿﭼ ﻦﻤﻟﺎﮐ ﺮﺘﻠﯿ

ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻖﺒﻧﺯ ﻞﮔ ﯼﺎﻫ ﻩﺩﺍﺩ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﯽﻣﻮﺘﻧﺍﻮﮐ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮ

ﻝﺎﺜﻣ ﺎﺑ ﺮﺛﻮﻣ ﺵﻭﺭ ﻪﺳ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺭﻭ ﺩﺎﻨﺳﺍ ﻡﺎﻏﺩﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺍﺭ ﯽﻟﺎﻣ ﺕﺎﻋﻮﺒﻄﻣ ﺕﺍﺮﻈﻧ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺏﻮﺧ ﯽﺴﯾﻮﻧﺪﮐ ﯼﺎﻫ ﺕﺩﺎﻋ ﻥﻮﺘﯾﺎﭘ ﺪﯾﺪﺟ ﻩﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﻪﻧﻮﮕﭼ

ﻢﯾﺯﺎﺴﺑ LlamaIndex ﺎﺑ RAG ﻪﻟﻮﻟ ﻂﺧ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﯼﺭﻮﺤﻣ ﻝﻭﺍﺪﺟ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

؟ﺖﺴﯿﭼ CRUD ﺕﺎﯿﻠﻤﻋ

ﺩﻮﺟﻮﻣ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺵﻭﺎﮐ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﯽﺑﺎﯾ ﻥﻭﺭﺩ

ﻊﻣﺎﺟ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﯼﺭﺍﺩﺮﺑ ﻪﺸﻘﻧ

Ruff: Linter ﯼﺭﺍﺪﻬﮕﻧ ﻞﺑﺎﻗ ﻭ ﺎﻄﺧ ﻥﻭﺪﺑ ﯼﺎﻫﺪﮐ ﯼﺍﺮﺑ ﻥﺭﺪﻣ ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﺶﺨﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻝﺎﮑﯾﺯﻮﻣ ﺮﭽﻠﺒﺗ :ﺭﺎﺘﯿﮔ ﺭﺰﯾﺎﺳ ﯽﺘﻨﯿﺳ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻢﯾﻮﻘﺗ ﺩﺎﺠﯾﺍ :ﻥﻮﺘﯾﺎﭘ ﻢﯾﻮﻘﺗ ﻝﻭﮊﺎﻣ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ __pycache__ ﻪﺷﻮﭘ

ﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ﯼﺭﻭﺮﻣ :ﻥﻮﺘﯾﺎﭘ ﯽﻠﺧﺍﺩ ﯼﺎﻫﺎﻨﺜﺘﺳﺍ

ﺵﺍﺮﮐ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻂﺳﻮﺘﻣ ﻩﺭﻭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻥﺎﮑﻣ ﻥﺩﺮﮐ ﺱﺎﻨﺷﺎﻧ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯼﺰﯿﮕﻧﺍ ﺖﻔﮕﺷ ﯼﺎﻫ ﻢﺴﺠﺗ ﻥﻮﺘﯾﺎﭘ ﻑﺍﺮﮔ ﯼﺮﻟﺎﮔ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﯼﺎﻫ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﯼﺍﺮﺑ ﺭﺎﮐ 5

ﻥﻮﺘﯾﺎﭘ ﻥﺫ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ،ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺮﺗﺮﺑ ﻪﻧﺎﺨﺑﺎﺘﮐ 38

Streamlit ﯼﺍﺮﺑ ﯼﺭﻭﺮﺿ ﻥﺎﻣﺮﻓ 12

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ،ﻥﻮﺘﯾﺎﭘ ﺍﺪﺒﻣﻻ ﻊﺑﺍﻮﺗ

؟ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺪﺣﺍﻭ ﺖﺴﺗ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯼﺍﺮﺟﺍ ﻢﺴﺠﺗ ﻭ ﯽﺑﺎﯾﺩﺭ ﯼﺍﺮﺑ ﺭﺍﺰﺑﺍ 3

ﻮﮕﻨﺟ ﺏﻮﭼﺭﺎﭼ ﺭﺩ ﯽﻋﺎﻤﺘﺟﺍ ﺮﺑﺭﺎﮐ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ IP ﺱﺭﺩﺁ ﮏﯾ ﻥﺎﮑﻣ ﯽﺑﺎﯾﺩﺭ ﻩﻮﺤﻧ

10 Pandas One Liners ﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﻭ ﯼﺭﺎﮑﺘﺳﺩ ،ﯽﺳﺮﺘﺳﺩ ﯼﺍﺮﺑ

RegEx ﻩﺪﯿﭽﯿﭘ ﻮﺤﻧ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻖﯿﺒﻄﺗ

(ﯼﺮﮕﯾﺩ ﺰﯿﭼ ﺮﻫ ﺎﯾ) ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ChatGPT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ ﺵﺯﻮﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻞﯾﺎﻓﻭﺮﭘ ﺭﺩ ﻖﯿﻤﻋ ﯽﺳﺭﺮﺑ :ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳﻪﻨﯿﻬﺑ

ﯽﻌﻄﻗ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﻊﺑﺎﺗ ﯼﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ

ﻩﺍﺭ ﻪﺸﻘﻧ ﮏﯾ :ﻪﺘﻔﻫ ﺭﺎﻬﭼ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺐﻠﻘﺗ ﻪﮔﺮﺑ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮒﺭﺰﺑ ﻞﯾﺎﻓ ﯼﺯﺍﻮﻣ ﺵﺯﺍﺩﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺪﻟﻮﻣ ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧﺪﮐ ﺖﺨﺳ ﻪﺒﺣﺎﺼﻣ ﻝﺍﻮﺳ 3

ﺪﯿﻧﺍﺪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺱﻼﮐﺎﺘﻣ ﻭ ﺎﻫﺭﻮﺗﺍﺭﻮﮐﺩ ﺩﺭﻮﻣ ﺭﺩ ﺪﯾﺎﺑ ﻪﭽﻧﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻋﻮﻤﺠﻣ ﺕﻭﺎﻔﺗ ﻦﺘﻓﺎﯾ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﯾﻭﺩﺎﺟ ﺵﻭﺭ ﮏﯾ :__getitem__ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

Pandas DataFrame ﻡﺎﻏﺩﺍ ﯼﺍﺮﺑ ﻩﺍﺭ 3

ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺩﺮﺑﺭﺎﮐ ﺪﻨﻓﺮﺗ 10 :ﻥﺎﮕﯾﺍﺭ ﯽﮑﯿﻧﻭﺮﺘﮑﻟﺍ ﺏﺎﺘﮐ

ﺎﺒﯾﺯ ﭖﻮﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ VSCode ﺪﻨﻓﺮﺗ ﻭ ﻪﺘﮑﻧ 12

OpenAI Whisper API ﻪﻤﺟﺮﺗ ﻭ ﯽﺴﯾﻮﻧﻭﺭ ﯼﺍﺮﺑ

ReactPy ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺪﻨﺑﺮﮑﯿﭘ ﯼﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﻥﺁ ﯼﺎﺟ ﻪﺑ - ﺪﯿﻨﮐ ﻒﻗﻮﺘﻣ ﻩﺩﺍﺩ ﻢﻠﻋ ﻩﮊﻭﺮﭘ ﮏﯾ ﺭﺩ

ﻥﺎﮕﯾﺍﺭ ﺏﺎﺘﮐ :ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ ،ﯼﺭﺎﻣﺁ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻢﻈﻨﻣ ﺕﺍﺭﺎﺒﻋ ﺮﺑ ﻂﻠﺴﺗ

ﯽﻧﺎﮑﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ 5

[ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ] ﺎﻫ ﺲﮐﺪﻨﯾﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQL ﯼﺎﻫﻮﺟ ﻭ ﺱﺮﭘ ﻪﺑ ﻥﺪﯿﺸﺨﺑ ﺖﻋﺮﺳ ﻩﻮﺤﻧ

OpenAI GPT ﻝﺪﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺍﺮﺑ ﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﻪﺘﺧﺎﻨﺷ ﺮﺘﻤﮐ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻞﯿﺴﻧﺎﺘﭘ ﻥﺩﺮﮐ ﺯﺎﺑ :Pandas ﻭ Numpy ﺯﺍ ﺮﺗﺍﺮﻓ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺵﺩ ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺩﺭﻮﺒﺷﺍﺩ ﮏﯾ

ﺪﯿﺘﺴﻧﺍﺩ ﯽﻤﻧ ﻻًﺎﻤﺘﺣﺍ ﻪﮐ Python Itertools ﺮﺘﻠﯿﻓ ﺩﺮﮑﻠﻤﻋ 4

PandasAI ﺎﺑ ﺍﺭ ﺩﻮﺧ LlamaIndex ﺪﯾﺯﺎﺴﺑ

ﻝﺮﺘﻨﮐ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ ﻭ ﺎﻫ ﻩﺩﺍﺩ ﻉﺍﻮﻧﺍ ،ﻮﺤﻧ :ﻥﻮﺘﯾﺎﭘ ﯽﻧﺎﺒﻣ

ﻪﻠﺣﺮﻣ 5 ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

ﻥﻮﺘﯾﺎﭘ ﻝﺮﺘﻨﮐ ﻥﺎﯾﺮﺟ ﺐﻠﻘﺗ ﻪﮔﺮﺑ

GeoPandas ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﮑﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

cProfile ﻭ timeit ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻞﯾﺎﻓﻭﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻃﺎﺒﻨﺘﺳﺍ ﻭ ﯽﻔﯿﺻﻮﺗ ﺭﺎﻣﺁ ﺩﺮﺑﺭﺎﮐ

ﺩﺍﺩ ﺪﻫﺍﻮﺧ ﺮﯿﯿﻐﺗ ﻪﺸﯿﻤﻫ ﯼﺍﺮﺑ ﺍﺭ ﻩﺩﺍﺩ ﻢﻠﻋ ﻦﯾﺍ :ﻞﺴﮐﺍ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺮﺑ ﻂﻠﺴﺗ ﺭﺩ ﺎﻤﺷ ﻪﺑ ﮏﻤﮐ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﺏﺎﺘﮐ 5

ﻥﻮﺘﯾﺎﭘ itertools ﺭﺩ ﺖﯾﺎﻬﻧ ﯽﺑ ﯼﺎﻫ ﻩﺪﻨﻨﮐ ﺭﺍﺮﮑﺗ ﺵﻭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﺮﻨﻫ ﺮﺑ ﻂﻠﺴﺗ

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﯽﺴﯾﻮﻧﺪﮐ ﺮﻫ ﻪﮐ ﯼﺯﺎﺑ ﺮﯿﯿﻐﺗ ﺪﻨﻓﺮﺗ f-Strings Magic: 5 ﻥﻮﺘﯾﺎﭘ

Novice to Ninja: ﺖﺳﺍ ﻢﻬﻣ ﻩﺩﺍﺩ ﻢﻠﻋ ﺭﺩ ﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺕﺭﺎﻬﻣ ﺍﺮﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ CuPy ﺎﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺎﻫﻩﺪﻧﺯﺍﺩﺮﭘ ﺕﺭﺪﻗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯽﻧﺎﺒﻣ ﻭ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ :ﻝﻭﺍ ﻪﺘﻔﻫ ﻪﺑ ﺖﺸﮔﺯﺎﺑ

؟ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮎﺭﺩ ﺯﺍ ﺪﯾﺎﺒﻧ ﺍﺮﭼ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﯽﺷﺯﻮﻣﺁ :ﻢﯿﺴﯾﻮﻨﺑ ﺪﻣﺁﺭﺎﮐ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻪﻧﻮﮕﭼ

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺮﻫ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﯽﯾﻭﺩﺎﺟ ﺵﻭﺭ ۱۱

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Multiprocessing ﻭ Multithreading ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﺍﺩﺮﺑ ﻪﻧﻮﻤﻧ ﻢﮐ ﯼﺎﻫ ﮏﯿﻨﮑﺗ

ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻫﺎﮕﺸﻧﺍﺩ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ :ﺩﺭﺍﻭﺭﺎﻫ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ

ﺕﺎﺠﻧ ﯼﺍﺮﺑ ﻮﻨﯿﭘ ؟ﺖﺳﺍ ﺩﺎﯾﺯ ﺭﺎﯿﺴﺑ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺨﺴﻧ

ﻥﻮﺘﯾﺎﭘ ﻩﺩﺍﺩ ﺏﻮﭼﺭﺎﭼ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﯼﺍ ﻪﺴﯾﺎﻘﻣ ﻞﯿﻠﺤﺗ :ﺎﻫ ﺐﻄﻗ ﺮﺑﺍﺮﺑ ﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﻪﻨﯿﻣﺯ ﻥﺍﺮﯾﺪﻣ ﺐﻟﺎﺟ ﺩﺮﺑﺭﺎﮐ 3

OpenAI API ﺎﻤﺷ ﻥﺎﺳﺁ ﻉﻭﺮﺷ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ

ﺕﺎﻤﻠﮐ ﻪﺴﯿﮐ ﺯﺍ ﺮﺗﺍﺮﻓ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﺪﯿﻫﺩ ﺮﻈﻧ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻈﻓﺎﺣ ﯼﺯﺎﺳ ﻞﯾﺎﻓﻭﺮﭘ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

Jupyter ﮎﻮﺑ ﺕﻮﻧ ﺭﺩ ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺭﺩ ﻩﺩﺍﺩ ﻥﺎﯾﺮﺟ :ﯽﻟﺎﻣ ﺭﻮﻣﺍ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﯽﺳﺮﺘﺳﺩ ﺢﯿﺤﺻ ﺵﻭﺭ

ﺎﺒﯾﺯ ﯼﺎﻫﺪﮐ ﻦﺘﺷﻮﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯽﻠﺧﺍﺩ ﺭﻮﺗﺍﺭﻮﮐﺩ 8

ChatGPT ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻝﻮﺻﺍ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

Python Enum: ﺖﺧﺎﺳ ﻩﻮﺤﻧ Enumerations ﺭﺩ Python

ﻥﺎﺳﺁ ﻪﻠﺣﺮﻣ 10 ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻦﺸﯿﮑﯿﻠﭘﺍ ﺖﺧﺎﺳ

Python Made Simple ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ :Pydantic ﺵﺯﻮﻣﺁ

ﻝﻮﺻﺍ ﺯﺍ ﺮﺗﺍﺮﻓ :ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺮﺑ ﻂﻠﺴﺗ

(ﺎﻬﻧﺁ ﺯﺍ ﺏﺎﻨﺘﺟﺍ ﻩﻮﺤﻧ ﻭ) ﻥﻮﺘﯾﺎﭘ ﺞﯾﺍﺭ ﯼﺎﭼﻮﮔ 5

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﯽﺷﺯﻮﻣﺁ :JSON ﻪﺑ Python Dict ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺩﺎﺘﺳﺍ ﯼﺍﺮﺑ GitHub ﻥﺰﺨﻣ 10

ﻥﻮﺘﯾﺎﭘ ﺎﺑ OpenAI API ﺵﻭﺎﮐ

ﻥﺎﺳﺁ ﻪﻠﺣﺮﻣ ۷ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻥﺎﻣﺮﻓ ﻂﺧ ﻦﺸﯿﮑﯿﻠﭘﺍ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﻦﯾﺮﻤﺗ ﯼﺍﺮﺑ ﻡﺮﻔﺘﻠﭘ ﻦﯾﺮﺘﻬﺑ 7

ﻪﺘﻓﺮﺸﯿﭘ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﺪﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻩﺩﺍﺩ ﺱﺪﻨﻬﻣ ﺮﻫ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ 7

ﺪﯾﻮﺷ ﯼﺍ ﻪﻓﺮﺣ ﺪﻨﮐ ﮏﻤﮐ ﺎﻤﺷ ﻪﺑ ﺪﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻥﺎﮕﯾﺍﺭ ﻊﺑﺎﻨﻣ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﻭ ﺪﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫ ﺖﺴﺗ ﺖﻤﺣﺯ ﻥﻭﺪﺑ :PyTest ﺎﺑ ﻉﻭﺮﺷ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﻪﻠﺣﺮﻣ 5

__iter__ ﻭ __ﯼﻭﺎﺣ__ ﯽﯾﻭﺩﺎﺟ ﯼﺎﻫ ﺵﻭﺭ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺖﯾﻮﻀﻋ ﻭ ﺭﺍﺮﮑﺗ ﮎﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻌﯿﺒﻃ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﺭﺩ ﺵﻭﺎﮐ

ﺪﻣﺁﺭﺎﮐ ﻭ ﻢﻈﻨﻣ ،ﺢﺿﺍﻭ ﯼﺎﻫﺪﮐ ﻦﺘﺷﻮﻧ ﯼﺍﺮﺑ ﯼﮋﺗﺍﺮﺘﺳﺍ 7 :ﻥﻮﺘﯾﺎﭘ ﺮﺑ ﻂﻠﺴﺗ

ﺎﻫ ﻩﺩﺍﺩ ﯼﺭﺎﮑﺘﺳﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺭﻭﺮﺿ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ SQLite ﻩﺩﺍﺩ ﯼﺎﻫ ﻩﺎﮕﯾﺎﭘ ﺎﺑ ﺭﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ

ﺍﺪﻧﺎﭘ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﺮﺑ ﻂﻠﺴﺗ ﯼﺍﺮﺑ ﻪﻠﺣﺮﻣ 7

Say Goodbye to Print(): ﻝﻭﮊﺎﻣ ﺯﺍ Logging ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺮﺛﻮﻣ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺍﺮﺑ

ﻩﺩﺍﺩ ﻡﻮﻠﻋ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﻪﻨﯿﻣﺯ ﻥﺍﺮﯾﺪﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺮﺘﻬﺑ ﻊﺑﺍﻮﺗ ﻦﺘﺷﻮﻧ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 5

Imputer Scikit-learn ﻝﻭﮊﺎﻣ ﺎﺑ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺕﺭﺎﻈﻧ Watchdog ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻞﯾﺎﻓ ﻢﺘﺴﯿﺳ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ DataFrame ﻪﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﺍﺭ JSON ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

Pandas ﻭ SQLAlchemy :ﻥﻮﺘﯾﺎﭘ ﺎﺑ SQL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻪﻘﯿﻗﺩ ﺪﻨﭼ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ API ﺖﺧﺎﺳ :FastAPI ﺵﺯﻮﻣﺁ

ﺮﺛﻮﻣ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﺎﻫﺍﺪﻧﺎﭘ ﯼﺪﯿﻠﮐ ﯼﺎﻫﺩﺮﮑﻠﻤﻋ :ﺶﻨﯿﺑ ﺕﺎﻋﻼﻃﺍ ﻥﺩﺮﮐ ﺯﺎﺑ

Python NLP ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺭﺩ ﯽﺘﺸﮔ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮏﯿﺘﻧﮊ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻭ ﮎﺭﺩ

ﺶﮐ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺖﻋﺮﺳ ﺶﯾﺍﺰﻓﺍ ﻩﻮﺤﻧ

Pyjanitor ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﮎﺩﺭﺍ ﭗﯾﺎﺗ ﺮﺑ ﯼﺍﻪﻣﺪﻘﻣ :ﺪﮐ ،ﮎﺩﺭﺍ ،ﮎﺩﺭﺍ

ﺮﺑﺍﺮﺑ 300 ﺯﺍ ﺶﯿﺑ ﺎﺗ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺍﺪﻧﺎﭘ ﺖﻋﺮﺳ ﺶﯾﺍﺰﻓﺍ ﻩﻮﺤﻧ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﮒﺭﺰﺑ ﯼﺎﻫ ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﻡﺎﻏﺩﺍ ﻩﻮﺤﻧ

Poetry vs Conda & Pip ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﯽﮕﺘﺴﺑﺍﻭ ﺖﯾﺮﯾﺪﻣ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺎﻫ ﻢﯿﺗ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﻪﺘﮑﻧ 5

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﯽﺷﺯﻮﻣﺁ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺎﻫ ﺖﯾﺎﺑ ﻞﯾﺪﺒﺗ

PyTorch ﯼﺍﺮﺑ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﯽﮕﺘﺧﺎﺳ ﻪﻧﺎﺨﺑﺎﺘﮐ ﯼﺍﺮﺑ ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ :ﯼﺍ ﻪﻓﺮﺣ ﮏﯾ ﺪﻨﻧﺎﻣ ﺶﯾﺎﻣﺯﺁ

NumPy ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﺪﯿﻟﻮﺗ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻪﺘﻓﺮﺸﯿﭘ ﯼﺯﺎﺳ ﻪﺻﻼﺧ ﯼﺍﺮﺑ pivot_table ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﺶﯾﺍﺰﻓﺍ ﯼﺍﺮﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﻃﺮﺷ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺎﻫﺮﻬﻣ ﻭ ﯽﻧﺎﻣﺯ ﻖﻃﺎﻨﻣ ﻖﯿﻗﺩ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ Pathlib ﺎﺑ ﻢﺘﺴﯿﺳ ﻞﯾﺎﻓ ﺭﺩ ﺶﯾﺎﻤﯿﭘ ﻩﻮﺤﻧ

ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﺪﻣﺁﺭﺎﮐ ﻪﻈﻓﺎﺣ ﺕﺎﯿﻠﻤﻋ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

NumPy ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﺕﺎﯿﻠﻤﻋ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

MarshMallow: ﻦﯾﺮﯿﺷﻝﺎﯾﺮﺳ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻦﯾﺮﺗﻩﺩﺍﺩ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﻭ ﯼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﺣﺍﻭ ﺖﺴﺗ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﮏﯿﻧﻮﺘﯾﺎﭘ ﻩﺍﺭ !ﺎﯿﻧﺩ ﻡﻼﺳ

Gitter: Python & Django ﯼﺎﻫ ﻝﺎﻧﺎﮐ ﻦﯾﺮﺘﻬﺑ

ﺪﯿﻨﮐ «ﺮﺗﮏﯿﻧﻮﺘﯾﺎﭘ» ﺍﺭ ﺩﻮﺧ ﺪﮐ ،ﻥﻮﺘﯾﺎﭘ ﻩﮋﯾﻭ ﯼﺎﻫﺵﻭﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺩﻮﺳ ﻭ ﯽﻣﺮﮔﺮﺳ ﯼﺍﺮﺑ Apache Mesos HTTP API ﺎﺑ ﺶﯾﺎﻣﺯﺁ ﻝﺎﺣ ﺭﺩ

ﻢﯿﻨﮐ ﮏﻫ ﻢﻫ ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯽﮑﯿﻓﺍﺮﮔ ﺮﮔﺎﺒﯾﺩ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺮﺸﺘﻨﻣ PyPi ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﯿﻤﯾﺍ ﻝﺎﺳﺭﺍ

(ﺪﻧﻮﺸﯿﭘ ﺖﺧﺭﺩ) Trie ﻩﺩﺍﺩ ﺭﺎﺘﺧﺎﺳ

ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺶﯾﺎﻫ ﻒﻟﺍ ﻭ ﻞﺋﻮﻧﺎﺑﺎﺑ ﺯﺍ ﺍﺭ Google Analytics :ﺪﮐ ﻪﺻﻼﺧ

scikit-learn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﺘﺴﯾﺍ ﺖﺳﮊ ﺺﯿﺨﺸﺗ ﻭ ﻩﺭﺎﺷﺍ ﻥﺎﺑﺯ :ﻪﺘﻔﻫ ﺮﺧﺁ ﻩﮊﻭﺮﭘ

(1 ﺖﻤﺴﻗ) ﻢﯾﺯﺎﺴﺑ TensorFlow ﺎﺑ ﻩﺩﺎﺳ ﺮﯾﻮﺼﺗ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

(2 ﺖﻤﺴﻗ) ﻢﯾﺯﺎﺴﺑ TensorFlow ﺎﺑ ﻩﺩﺎﺳ ﺮﯾﻮﺼﺗ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

ElasticSearch ﻥﺎﺳﺁ ﯽﺷﻭﺭ ﻪﺑ ﻮﮕﻨﺟ ﺎﺑ

؟ﺪﻨﺘﺷﺍﺩ 2016 ﻝﺎﺳ ﺭﺩ ﺍﺭ GitHub ﯼﺎﻫ ﻩﺭﺎﺘﺳ ﻦﯾﺮﺘﺸﯿﺑ ﺎﻫ ﻥﺎﺑﺯ ﻡﺍﺪﮐ

ﻢﯿﻨﮐ ﺪﻧﺮﺗ GitHub ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻪﻟﺎﺳ 2 ﻥﺰﺨﻣ ﺖﻋﺎﺳ 48 ﺭﺩ ﺎﻬﻨﺗ ﻢﯿﺘﺴﻧﺍﻮﺗ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﯿﻧﺎﺛ ﺭﺩ ﺖﺳﺍﻮﺧﺭﺩ ﻥﻮﯿﻠﯿﻣ ﮏﯾ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺮﺘﯿﯾﻮﺗ ﺭﺩ ﻪﺴﻧﺍﺮﻓ ﯼﺭﻮﻬﻤﺟ ﺖﺳﺎﯾﺭ ﺕﺎﺑﺎﺨﺘﻧﺍ ﺮﺑ ﺕﺭﺎﻈﻧ

Python Django ﺭﺩ ﺮﺑﺭﺎﮐ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﺪﯾﻮﺷ ﺝﺭﺎﺧ AWS Lambda ﺩﺮﮑﻠﻤﻋ ﻢﻨﻬﺟ ﺯﺍ Docker ﺕﺭﺪﻗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺶﯾﺎﻣﺯﺁ ﯼﺍ ﻪﻓﺮﺣ ﮏﯾ ﺪﻨﻧﺎﻣ ﺍﺭ ﻮﮕﻨﺟ ﯼﺎﻫ ﻝﺎﻨﮕﯿﺳ ﻪﻧﻮﮕﭼ

.ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﺎﻬﻧﺁ ﻦﯾﺮﺗ ﺏﻮﺒﺤﻣ ﺎﺠﻨﯾﺍ ﺭﺩ .ﻡﺩﺮﮐ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺖﺳﺍ ﻩﺪﺷ ﺮﮐﺫ Stack Over

GitLab ﺪﻨﻧﺎﻣ ﺭﺎﺑ ﻪﻌﺟﺎﻓ ﯼﺎﻫ ﻑﺬﺣ ﺯﺍ ﯼﺮﯿﮔﻮﻠﺟ ﯼﺍﺮﺑ ﺪﯾﺪﺟ ﯼﺭﺍﺰﺑﺍ

ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

؟Fandango ﺎﯾ IMDB، Rotten Tomatoes، Metacritic ؟ﺪﯿﻨﮐ ﺩﺎﻤﺘﻋﺍ ﺪﯾﺎﺑ ﯽﻧﺎﺴﮐ ﻪﭼ ﯼﺪﻨﺑ

Heroku ﺭﺩ Python Flask ﻪﻣﺎﻧﺮﺑ ﺭﺍﺮﻘﺘﺳﺍ ﯼﺍﺮﺑ GitLab ﺭﺩ CI/CD ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﭖﺎﺘﮑﺳﺩ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﺑ PyInstaller ﻭ Chromium ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺏﻭ ﻪﻣﺎﻧ

BeautifulSoup ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﺖﯾﺎﺳ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ

ﺩﺯﺎﺴﺑ ﯽﺳﻭﺮﻋ ﺖﯾﺎﺳ ﺏﻭ ﮏﯾ ﺩﺮﯿﮔ ﯽﻣ ﻢﯿﻤﺼﺗ CTO ﮏﯾ ﯽﺘﻗﻭ

ﺎﯾﻮﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺯﺍ ﯽﯾﺎﺸﮔﺰﻣﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Hitchhiker ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ ﻭ ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧ

ﻢﯾﺯﺎﺴﺑ AI ﯼﺯﺎﺑ ﺕﺎﺑﺭ ﮏﯾ OpenAI Gym and Universe ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ :22 ﺯﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ DataFrame ﻭ ﯼﺮﺳ

ﻢﯾﻮﺷ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺪﯿﺸﺨﺑ ﺩﻮﺒﻬﺑ ﺎﻫ ﻩﻮﯿﺷ ﻦﯾﺮﺘﻬﺑ ﻦﯾﺍ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ

؟ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺪﯾﺎﺑ ﺍﺭ ﯽﯾﺎﻫ ﻥﺎﺑﺯ ﻪﭼ ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ

.ﻢﺘﻓﺮﮔ ﺩﺎﯾ ﻦﻣ ﻪﮐ ﺖﺳﺍ ﯼﺰﯿﭼ ﻦﯾﺍ .ﻢﺘﺧﺎﺳ ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﻡﺍﺮﮕﻠﺗ ﺕﺎﺑﺭ ﮏﯾ ﻪﺘﻔﻫ ﺮﺧﺁ ﺭﺩ ﻦﻣ

ﻥﺎﻣﺮﻬﻗ ﺎﺗ ﺮﻔﺻ ﺯﺍ :ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﯼﺪﻌﺑ ﻪﺳ ﺮﮕﭘﺎﭼ ﻭ CNC ﺮﻟﺮﺘﻨﮐ ﺖﺧﺎﺳ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕ

Rest ﻮﮕﻨﺟ ﺏﻮﭼﺭﺎﭼ ﺭﺩ OneToOne ﯼﺎﻫﺪﻠﯿﻓ ﯼﺍﺮﺑ ﺎﻫﺯﺎﺳ ﻝﺎﯾﺮﺳ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﻂﺑﺍﻭﺭ

ﺩﺮﮐ ﺖﻓﺎﯾﺭﺩ ﺭﻭﺁ ﻡﺮﺷ ﻭ ﻊﯾﺮﺳ ﺭﺎﯿﺴﺑ ﯽﻓﺩﺎﺼﺗ ﯼﺭﺍﺩﺮﺑ ﻪﻧﻮﻤﻧ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ Medium ﺭﺩ ﻥﺩﺮﮐ ﻝﺎﺒﻧﺩ ﯼﺍﺮﺑ ﺐﻟﺎﺟ ﺩﺍﺮﻓﺍ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻪﻧﻮﮕﭼ

ﺍﺩﺮﻓ ﯼﺎﻓﻮﮑﺷﺩﻮﺧ ﻥﺎﻤﻠﻌﻣ ﻪﺑ ﻥﺪﺷ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﺎﻣ ﺭﻭﺁﻦﻓ ﯼﺎﻫﻪﭽﺑ ﯼﺍﺮﺑ ﯽﺴﯾﻮﻧu2

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺎﺑ ﻥﻮﮑﻟﺎﻓ ﻩﺭﺍﺰﻫ ﯽﺑﺎﯾﺩﺭ

.ﺪﮐ ﻂﺧ ﮏﯾ ﻥﺩﻭﺰﻓﺍ ﺎﺑ ﺎﻬﻨﺗ MongoDB ﺎﺑ ﻮﮕﻨﺟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯿﻧﺍﺪﺑ ﯽﺘﺧﺭﺩ ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ ﺩﺭﻮﻣ ﺭﺩ ﺪﯾﺎﺑ ﻪﮐ ﻪﭽﻧﺁ ﺮﻫ

.ﺩﺍﺩ ﻡﺎﺠﻧﺍ ﻪﻘﯿﻗﺩ 15 ﺭﺩ ﺍﺭ ﺭﺎﮐ ﻦﯾﺍ ﻪﮐ ﻢﺘﺧﺎﺳ ﯼﺭﺍﺰﺑﺍ ﻦﯾﺍﺮﺑﺎﻨﺑ .ﺪﯿﺸﮐ ﻝﻮﻃ ﺯﻭﺭ Regex

Teach Yourself Data Science: ﺭﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﻞﻐﺷ ﻦﺘﻓﺮﮔ ﯼﺍﺮﺑ ﻦﻣ ﻪﮐ ﯼﺮﯿﮔﺩﺎﯾ ﺮﯿﺴ

.ﺪﯾﺭﺍﺩ ﺯﺎﯿﻧ ﺐﻠﻘﺗ ﯼﺎﻫ ﻪﮔﺮﺑ ﻦﯾﺍ ﻪﺑ ،ﺪﯿﻨﮐ ﯽﻣ ﻪﻠﺑﺎﻘﻣ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Python Generators ﺯﺍ ﺪﯾﺎﺑ - ﺍﺮﭼ ﻭ - ﻪﻧﻮﮕﭼ

…StackStorm ﻭ StepFunctions ،ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﺭﻭﺮﺳ ﺎﺑ ﻦﻤﺠﻧﺍ ﯽﻠﺧﺍﺩ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻦﺘﺧﺎﺳ :ﺵﺯ

N-Queens ﻪﻠﺌﺴﻣ ﺭﺩ ﻩﺪﻨﻨﮐ ﻡﺮﮔﺮﺳ ﺏﺎﺗ ﻭ ﭻﯿﭘ ﮏﯾ - ﻢﯿﻨﮐ ﻞﺣ ﺍﺭ ﺎﻫ ﮏﻟﻮﻣﺭﺎﻣ ﻪﭽﺑ ﻞﮑﺸﻣ ﻪﻧ

ﻖﯿﻤﻋ ﺵﺯﻮﻣﺁ ﮏﯾ - ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺖﺧﺎﺳ ﯼﺍﺮﺑ Flask ﻭ Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

2 ﺩﻭﺰﯿﭘﺍ — StackStorm Exchange ﻭ StepFunctions ،ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﺭﻭﺮﺳ ﺎﺑ ﻦﻤﺠﻧﺍ ﻡﺎﻧ ﺖﺒ

ﺎﻬﻧﺁ ﺖﻋﺮﺳ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ ﻭ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﻡﺎﺠﻧﺍ ﯼﺍﺮﺑ ﺵﻭﺭ 8 :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﻢﻠﻋ

ﺎﮑﻓﺎﮐ ﯽﭼﺎﭘﺁ ﺎﺑ ﻦﯿﭼ ﮎﻼﺑ ﺶﯾﺎﻣﺯﺁ

SQLAlchemy ETL ﺪﻨﮐ ﯽﻣ ﻥﺎﺳﺁ ﯽﯾﻭﺩﺎﺟ ﺯﺮﻃ ﻪﺑ ﺍﺭ

ﺪﯿﻨﮐ ﻢﺴﺠﺗ ﺍﺭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﺮﯿﺛﺎﺗ ﺭﺍﺩﻮﻤﻧ

Docker Development WorkFlow — ﺎﺑ ﯼﺎﻤﻨﻫﺍﺭ Flask ﻭ Postgres

ﻡﺩﺮﮐ ﺩﺎﺠﯾﺍ ﻪﻘﯿﻗﺩ 5 ﺭﺩ ﺍﺭ FreeCodeCampers ﺯﺍ ﺮﺘﯿﯾﻮﺗ ﺖﺴﯿﻟ ﮏﯾ ﺭﺎﮐﺩﻮﺧ ﺭﻮﻃ ﻪﺑ ﻪﻧﻮﮕﭼ

ﺪﻨﮐ ﯽﻣ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺎﻤﺷ ﯼﺍﺮﺑ ﺍﺭ ﻝﺎﺘﯿﺠﯾﺩ ﯼﺎﻫﺯﺭﺍ ﺎﻫﺭﺎﮐ ﻪﻧﻮﻤﻧ ﻪﮐ ﻢﺘﺧﺎﺳ Jupyter ﮎ

ﯽﻄﺧ ﺮﯿﻏ ﯼﺎﻫ ﻩﺩﺍﺩ ﺭﺩ ﯽﮕﺘﺴﺒﻤﻫ ﻦﺘﻓﺎﯾ

Seaborn ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﻣ ﺭﻭﺮﻣ ﯼﻮﮕﻟﺍ ﮎﺭﺩ

Tree Traversals ﺪﻨﻨﮐ ﺐﻠﻘﺗ ﺩﻮﺧ ﻥﺎﺤﺘﻣﺍ ﺭﺩ ﺪﻨﻨﮐ ﯽﻣ ﯽﻌﺳ ﻪﮐ ﺪﻨﺘﺴﻫ ﻞﺒﻨﺗ ﻥﺍﺯﻮﻣﺁ ﺶﻧﺍﺩ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯽﺘﯿﻨﻣﺍ ﻦﯿﺑﺭﻭﺩ ﻢﻠﯿﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﯾﻭﺩﻭﺩ ﯼﻮﺠﺘﺴﺟ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺭﻮﺤﻣ ﺖﺴﺗ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺪﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ Conda ﺎﺑ ﺍﺭ ﺎﻬﻧﺁ ﻪﻧﻮﮕﭼ ﻭ ﺪﯾﺭﺍﺩ ﺯﺎﯿﻧ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻂﯿﺤﻣ ﻪﺑ ﺍﺮﭼ

TensorFlow Object Detection API ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Quidditch ﯼﺯﺎﺑ ﻩﻮﺤﻧ

(ﺩﺭﺍﺩ ﺵﺯﺭﺍ ﻪﻤﻠﮐ 1000 ﺮﯾﻮﺼﺗ ﮏﯾ ﺍﺮﯾﺯ) ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﺖﺸﮔﺯﺎﺑ ﯼﺍﺮﺑ ﻦﻣ ﯼﺮﯾﻮﺼﺗ ﯼﺎﻤﻨﻫﺍ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻝﺎﺒﺴﯿﺑ ﺭﺍﺮﺳﺍ ﻒﺸﮐ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻩﺩﺎﺳ ﻥﻮﺘﯾﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ،ﺩﺭﻮﺒﻤﯾﺎﺗ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻩﺪﯿﭽﯿﭘ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ

ﻢﯿﻨﮐ ﺐﺼﻧ ﺍﺭ ﻥﺁ ﻪﻧﻮﮕﭼ ﻭ ﺖﺴﯿﭼ :ﺍﺪﻧﻮﮐﺎﻧﺁ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

Docker ﺭﺩ Headless Chrome ﻭ Python Selenium ﺎﺑ ﺖﯾﺎﺳ ﺏﻭ ﺭﺎﮐﺩﻮﺧ ﯼﺎﻫ ﺖﺴﺗ ﯼﺍﺮﺑ ﯽﻠﻤ

ﻢﯾﺯﺎﺴﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﺮﺠﻨﺴﻣ ﺕﺎﺑﺭ ﮏﯾ ﺪﯿﯾﺎﯿﺑ - ﺪﯾﺭﺍﺪﻧ ﺯﺎﯿﻧ ﺖﭼ ﺕﺎﺑﺭ ﺩﺎﺠﯾﺍ ﯼﺎﻫﺭﺍﺰﺑﺍ ﻪﺑ ﺎ

ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﯿﺒﺷ ﺭﻮﺗﺍﺭﻮﮐﺩ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

GPIO ﻭ Raspberry Pi ﯼﺎﻫ ﻦﯿﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺟﺭﺎﺧ LED ﮏﯾ ﻝﺮﺘﻨﮐ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﯿﯾﻮﺗ ﺕﺎﺑﺭ ﮏﯾ Tweepy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

(ﻥﻮﻨﮐ ﺎﺗ) 2018 ﻭ 2017 ﻝﺎﺳ ﺯﺍ ﻦﻣ ﻪﻗﻼﻋ ﺩﺭﻮﻣ ﺕﻻﺎﻘﻣ ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻦﯾﺮﺘﻬ

ﺍﺮﮔ ﯽﺷ ﺭﺍﺰﻓﺍ ﻡﺮﻧ ﯽﺣﺍﺮﻃ ﺮﺑ ﻩﺎﺗﻮﮐ ﯼﺭﻭﺮﻣ

ﯼﺪﯿﻟﻮﺗ ﯼﺎﻫ ﺖﺧﺎﺳ ﯼﺍﺮﺑ Flask-RESTPlus ﺲﯾﻭﺮﺳ ﺏﻭ ﮏﯾ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

Google App Engine ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﺭﺍﺮﻘﺘﺳﺍ ﯼﺍﺮﺑ ﻊﯾﺮﺳ ﯼﺎﻤﻨﻫﺍﺭ ﮏﯾ

ﺎﻫﺍﺪﻧﺎﭘ ﻭ ﺎﺒﯾﺯ ﭖﻮﺳ ،ﻡﻮﯿﻨﻠﺳ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﻬﺑ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺮﺘﯿﯾﻮﺗ ﺭﺩ ﻪﯿﻟﻭﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ Databricks ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﯽﺴﯾﻮﻧﺪﮐ ﺍﺭ ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ ﮏﯾ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﻪﺒﺣﺎﺼﻣ ﺕﻻﺍﻮﺳ ﯼﺎﻤﻨﻫﺍﺭ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ Lollapalooza ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﯼﺍﺮﺑ (D3 ﯼﺎﺟ ﻪﺑ) Plotly ﺯﺍ ﺍﺮﭼ ﻭ ﻪ

ﻡﺎﻏﺩﺍ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺍﺮﺑ ﯼﺩﺮﺑﺭﺎﮐ ﺩﺮﮑﯾﻭﺭ ﮏﯾ

GPU ﯼﺍﺭﺍﺩ Kaggle ﯼﺎﻫ ﻪﺘﺴﻫ ﻭ Keras ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ - ﻦﺘﻣ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ ﺎﻫ LSTM ﯼﺍﺮﺑ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺍﺮﺑ PyCharm ﺯﺍ ﻪﻧﻮﮕﭼ

ﻡﺩﺮﮐ ﺭﺎﮐﺩﻮﺧ ﺍﺪﺘﺑﺍ ﺯﺍ ﺏﻭ ﻩﺪﻧﺰﺧ ﮏﯾ ﻦﺘﺧﺎﺳ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻞﻐﺷ ﯼﻮﺠﺘﺴﺟ ﻪﻧﻮﮕﭼ

ﺪﯾﻮﺷ ﺎﻨﺷﺁ ﯽﺸﯾﺎﻣﺯﺁ ﯼﺎﻫﻝﻭﮊﺎﻣ ﯽﺘﻟﺎﺠﺧ ﯼﺎﻫﻝﻮﻏ ،ﺎﻫﺮﺘﮐﺩ ﺎﺑ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ (ﺐﻟﺎﺟ ﯼﺎﻫﺪﻨﻓﺮﺗ ﺮﯾﺎﺳ ﻭ) ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺩﻮﺧ CPU ﯼﺎﻣﺩ

Heroku Scheduler ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﺎﻫﺭﺎﮐ ﯼﺪﻨﺒﻧﺎﻣﺯ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻉﻭﺮﺷ Tesseract ﺎﺑ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

Tesseract ﺖﻗﺩ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﺮﯾﻮﺼﺗ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ TF-IDF ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻨﺘﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺪﻨﺘﺴﻣ Sphinx ﺭﺍﺰﺑﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ ﻪﻧﻮﮕﭼ

Jupyter ﺭﻭﺩ ﻩﺍﺭ ﯼﺎﻫ ﮎﻮﺑ ﺕﻮﻧ ﻭ Google Colab ﺭﺩ ﻢﯿﺠﺣ ﯼﺎﻫ ﻞﯾﺎﻓ ﺩﻮﻠﭘﺁ ﻩﻮﺤﻧ

.ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺭﻭﺁ ﻥﻮﺘﯾﺎﭘ ﯽﻠﺻﺍ ﻪﻣﺎﻧﺮﺑ 3 ﺎﺠﻨﯾﺍ ﺭﺩ ؟ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﯼ

ﻥﻮﺘﯾﺎﭘ ﻭ lxml ﺎﺑ ﺏﻭ ﮓﻨﯿﭘﺍﺮﮑﺳﺍ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

Multiprocessing ﻞﺑﺎﻘﻣ ﺭﺩ Multithreading ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻪﭽﻧﺁ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ.

ﻢﺘﺷﻮﻧ ﻮﮐﻭﺩﻮﺳ ﻞﺣ ﻢﺘﯾﺭﻮﮕﻟﺍ ﮏﯾ ﺖﯾﺎﻬﻧ ﺭﺩ ﻭ ﻢﺘﺸﮔﺮﺑ ﯽﻤﯾﺪﻗ ﻪﻠﺌﺴﻣ ﮏﯾ ﻪﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﺍﺭ ﺩﻮﺧ ﻦﯾﻮﮐ ﺖﯿﺑ ﯽﺻﻮﺼﺧ ﺪﯿﻠﮐ ﻪﻧﻮﮕﭼ

ﻪﻘﯿﻗﺩ 15 ﺭﺩ ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﺲﯾﻭﺮﺳ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻢﯾﺯﺎﺴﺑ ﺲﻓﺮﮐ ﻭ ﻮﮕﻨﺟ ﺎﺑ ﺏﻭ ﯼﺍﺮﺑ ﺖﻓﺮﺸﯿﭘ ﺭﺍﻮﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﯾﻭﺩﻭﺩ ﯼﻮﺠﺘﺴﺟ ﺯﺍ ﻩﺪﯿﭽﯿﭘ ﯽﻧﺎﺘﺳﺍﺩ

ﺪﯿﻨﮐ ﻉﻭﺮﺷ ﺭﺎﻣﺁ ﻭ ﻥﻮﻧﺎﻗ ﺩﺭﻮﻣ ﺭﺩ TensorFlow ﺎﺑ

ﺖﺳﺍ ﻩﺪﺷ ﯽﯾﺎﺸﮔﺰﻣﺭ ﺖﺸﮔﺯﺎﺑ

ﻝﻭﺍ ﯼﺎﻨﻬﭘ ﯼﻮﺠﺘﺴﺟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫﺮﯿﺴﻣ ﻦﯾﺮﺘﻫﺎﺗﻮﮐ ﻦﺘﻓﺎﯾ

ﯽﺻﻮﺼﺧ ﺪﯿﻠﮐ ﺯﺍ ﻦﯾﻮﮐ ﺖﯿﺑ ﻝﻮﭘ ﻒﯿﮐ ﺱﺭﺩﺁ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﮑﯿﻧﻮﯾ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ ﮏﯾ

ﻢﺘﺧﻮﻣﺁ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﻐﺷ ﺩﺭ 80 ﺯﺍ ﺶﯿﺑ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺯﺍ ﻦﻣ ﻪﭽﻧﺁ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﯼﺩﺍﺪﻣ ﺡﺮﻃ ﻪﺑ ﺪﮐ ﻂﺧ 10 ﺎﺑ ﺍﺭ ﯼﺮﯾﻮﺼﺗ ﺮﻫ ﻪﻧﻮﮕﭼ

ﺪﯿﻧﺍﺪﺑ ﺩﻮﺧ ﯼﺪﻌﺑ ﯽﺴﯾﻮﻧﺪﮐ ﻪﺒﺣﺎﺼﻣ ﯼﺍﺮﺑ ﺪﯾﺎﺑ ﻪﮐ ﯼﺍ ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ ﻦﯾﺮﺗﺮﺑ

ﯽﺻﻮﺼﺧ ﺪﯿﻠﮐ ﺯﺍ ﻡﻮﯾﺮﺗﺍ ﻝﻮﭘ ﻒﯿﮐ ﺱﺭﺩﺁ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺪﯿﻧﺍﻮﺘﻧ ﻪﮐ ﯽﻧﺎﻣﺯ ﺎﺗ ﺪﯿﻨﮐ ﻑﺮﻃﺮﺑ ﺍﺭ ﻥﺁ ﺪﯿﻧﺍﻮﺗﯽﻣ ،ﺪﯾﺭﺍﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺴﻫﺁ ﯼﺎﻫu

ﺪﯿﻨﮐ ﺶﯾﺎﻣﺯﺁ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﮏﭼ ﭗﯾﺎﺗ ﺪﯾﺎﺑ ﺍﺮﭼ

Smilefie: ﺪﯾﺮﯿﮕﺑ ﯽﻔﻠﺳ ﺭﺎﮐﺩﻮﺧ ﺕﺭﻮﺻ ﻪﺑ ﺪﻨﺨﺒﻟ ﺺﯿﺨﺸﺗ ﺎﺑ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﺪﺷﺎﺑ ﺭﺎﻈﺘﻧﺍ ﺪﺣ ﺯﺍ ﺮﺗﺪﻨﮐ ﺮﺑﺍﺮﺑ 10 ﺪﻧﺍﻮﺗ ﯽﻣ Docker ﺭﺩ ﺪﺑ ﯼﺪﻨﺑﺮﮑﯿﭘ ﺎﺑ Tensorflow

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺩﻮﺧ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﻪﺑ ﺎﻫ ﻥﻼﻋﺍ ﻝﺎﺳﺭﺍ ﻩﻮﺤﻧ

ﯼﺮﺑﺍ ﯼﺎﻀﻓ ﺭﺩ ﻥﺁ ﺭﺍﺮﻘﺘﺳﺍ ﻭ Flask ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﺩﻮﺧ Jupyter ﮎﻮﺑ ﺕﻮﻧ ﯼﺍﺮﺑ ﺍﺭ PySpark ﻪﻧﻮﮕﭼ

A-Z ﻥﻮﺘﯾﺎﭘ ﺪﯿﻔﻣ ﯼﺎﻫﺪﻨﻓﺮﺗ ﺯﺍ

ﻡﺩﺮﮐ ﻞﯾﺪﺒﺗ ﺰﯿﻤﺗ CSV ﻞﯾﺎﻓ ﮏﯾ ﻪﺑ ﺍﺭ ﺐﺗﺮﻣﺎﻧ ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﮏﯾ ﻪﻧﻮﮕﭼ :ﻦﻣ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ ﻦ

ﺎﺴﮑﻟﺍ ﯼﺍﺮﺑ ﺪﯾﺪﺟ AWS Python SDK ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

…ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺮﺑ ﯽﻨﺘﺒﻣ ﺮﯾﻮﺼﺗ ﻖﯾﺮﻃ ﺯﺍ ﺲﭘ ﺭﺎﺸﺘﻧﺍ ﻭ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ ﯽﯾﺎﺸﮔﺰﻣﺭ

GraphQL API ﯼﺎﻫ ﻡﺎﻏﺩﺍ ﯼﺍﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻢﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ ﺍﺭ ﯼﺯﺎﺠﻣ ﻂﯿﺤﻣ ﻭ ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺰﮐﺮﻣ ﺪﺣ ﻪﯿﻀﻗ ﻢﺴﺠﺗ ﻩﻮﺤﻧ

ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺭﻭﺮﺳ Raspberry Pi ﺎﺑ ﻪﻧﻮﮕﭼ

ﺮﯾﻮﺼﺗ ﻥﺩﺮﮐ ﺪﯿﻔﺳ ﺎﺗ ﺲﻧﺎﯾﺭﺍﻭﻮﮐ ﺲﯾﺮﺗﺎﻣ ﺯﺍ :ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ

ELI5 Full Stack Basics: ﻭ ﻮﮕﻨﺟ ﺎﺑ ﺖﻓﺮﺸﯿﭘ EmberJS

ﻢﯾﺯﺎﺴﺑ Game of Thrones ﻥﺎﯾﺎﻫﺩﮊﺍ ﯼﺍﺮﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑﻪﻘﺒﻃ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺭﻭﺮﺿ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻡﺩﻮﺧ ﻪﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺵﺯﻮﻣﺁ ﯼﺍﺮﺑ ﻪﮐ ﯽﻌﺑﺎﻨﻣ ﻦﯾﺮﺘﻬﺑ

ﺪﯿﻨﮐ ﺪﻨﺘﺴﻣ ﯽﺘﺣﺍﺭ ﻪﺑ ﺍﺭ ﺩﻮﺧ ﺪﮐ ﻪﻧﻮﮕﭼ :ﻝﻮﻬﻟﺍﻮﺑﺍ ﯼﺎﻤﻌﻣ

.ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻩﺩﺎﺳ ﻝﺎﺜﻣ ﮏﯾ ﺎﺑ ؟ﺖﺴﯿﭼ ﯽﻣﻮﺘﻧﺍﻮﮐ ﺮﺗﻮﯿﭙﻣﺎﮐ

ﺪﯿﻨﮐ ﺖﯾﻮﻘﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ Data Science ﯼﺍﺮﺑ ﺍﺭ ﺩﻮﺧ ﯽﻧﻼﻀﻋ ﻪﻈﻓﺎﺣ ﻪﻧﻮﮕﭼ

ﻩﺩﺍﺩ ﻥﺍﺪﻨﻤﺸﻧﺍﺩ ﯼﺍﺮﺑ ﻪﻤﻠﮐ ﯼﺎﻫﺮﺑﺍ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﺎﺳﺁ ﻩﺍﺭ ﮏﯾ

ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﯿﯾﻮﺗ ﺕﺎﺳﺎﺴﺣﺍ ﺮﮕﻠﯿﻠﺤﺗ ﮏﯾ TextBlob ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

Keras ﻞﺑﺎﻘﻣ ﺭﺩ PyTorch: ﻢﯿﻫﺩ ﺺﯿﺨﺸﺗ ﻥﺎﯿﭼﺭﺎﮑﺷ ﺯﺍ ﺍﺭ ﻥﺎﮕﻧﺎﮕﯿﺑ ﯽﻟﺎﻘﺘﻧﺍ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ

ﻢﯾﺯﺎﺴﺑ ﺏﻭ ﻦﺸﯿﮑﯿﻠﭘﺍ ﮏﯾ Google App Engine ﻭ Python’s Flask ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺪﻟﻮﻣ ﺮﻨﻫ ﺪﮐ ﻂﺧ 100 ﺯﺍ ﺮﺘﻤﮐ ﺭﺩ ﻪﻧﻮﮕﭼ

ﻞﻣﺎﮐ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻪﺒﺣﺎﺼﻣ ﻞﮑﺸﻣ

PyPi ﺭﻭﺮﺳ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ GitHub ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﺱﻼﮐ ﻭ ﺎﻫ ﻝﻭﮊﺎﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ :ﻢﯿﺷﺎﺑ ﺱﻼﮐ ﺎﺑ ﺪﯿﯾﺎﯿﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮔﮋﯾﻭ ﺮﺑ ﯽﻨﺘﺒﻣ ﺖﺴﺗ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻪﺸﻘﻧ ﯼﻭﺭ ﻞﻣﺎﮐ ﯽﻀﯿﺑ

ﻡﺪﯿﺳﺮﭘ ﯽﻣ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻞﺒﻗ ﺪﯾﺎﺑ ﻪﮐ ﯽﻟﺍﻮﺳ ﺎﻬﻨﺗ

Big Data ﯼﺯﺍﻮﻣ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ Spark ﯼﺎﻫ ﻪﺷﻮﺧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯾﻮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺱﺪﻨﻬﻣ ﮏﯾ ﺎﺗ ﻢﯿﻫﺎﮑﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺕﺎﻐﯿﻠﺒﺗ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﯾﻮﭘ ﺱﻼﮐ ﻒﯾﺮﻌﺗ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻡﺍﺮﮕﻠﺗ ﺭﺩ ﺩﻮﺧ ﺕﺎﺑﺭ ﻦﯿﻟﻭﺍ ﺖﺧﺎﺳ ﺵﺯﻮﻣﺁ

ﻡﺩﺮﮐ ﺩﺎﺠﯾﺍ Captive ﻝﺎﺗﺭﻮﭘ ﮏﯾ ﻪﺑ ﺭﺎﮐﺩﻮﺧ ﺩﻭﺭﻭ ﯼﺍﺮﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺕﺎﺑﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

NLP ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺁ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ ﻭ Bag of Words ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻡﺩﺮﮐ ﻪﺒﻠﻏ ﺎﺘﺴﯿﻧﻮﺘﯾﺎﭘ ﮏﯾ ﻪﺑ ﻥﺪﺷ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﺩﻮﺧ ﺖﻣﻭﺎﻘﻣ ﺮﺑ ﻪﻧﻮﮕﭼ

ﻢﯾﺩﺮﮐ ﯽﯾﻮﺟ ﻪﻓﺮﺻ ﻝﻮﭘ ﺭﺩ ﻭ ﻢﯾﺩﺍﺩ ﺶﻫﺎﮐ ﺍﺭ ﺍﺬﻏ ﻑﻼﺗﺍ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪ

Python Django Web Framework - ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻞﻣﺎﮐ ﻩﺭﻭﺩ

ﯽﺘﯿﺑ ﺏﺎﻘﻧ ﺎﺑ ﺎﯾﻮﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺯﺍ ﺏﺎﻘﻧ ﻊﻓﺭ

ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﻥﺎﯾﺮﺟ ﻝﺮﺘﻨﮐ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔ ﻢﯿﻤﺼﺗ ﻩﻮﺤﻧ

؟ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺪﯾﺎﺑ ﺪﻌﺑ ﻪﻠﺣﺮﻣ ﺭﺩ ﺍﺭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻡﺍﺪﮐ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ Google Summer of Code '19 ﯼﺍﺮﺑ ﯽﻧﺎﻣﺯﺎﺳ ﺏﺎﺨﺘﻧﺍ ﻪﺑ ﮏﻤﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﯽﻣﻮﻬﻔﻣ ﺮﯿﯿﻐﺗ ﮏﯾ :ﻢﺘﻓﺭ ﻥﻮﺘﯾﺎﭘ ﻪﺑ ++C ﺯﺍ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﯽﯾﻮﺟ ﻪﻓﺮﺻ ﻪﻨﯾﺰﻫ ﻭ ﻥﺎﻣﺯ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﯼﺍﺬﻏ ﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻦﺘﺧﺎﺳ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﺳﺮﺘﻧ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﺮﮕﯾﺩ ﻪﻧﻮﮕﭼ

ﮓﺳ ﯼﺎﻫﺩﺍﮋﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ Turi Create ﺎﺑ Core ML ﻝﺪﻣ ﮏﯾ ﺵﺯﻮﻣﺁ

…ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺭﺍﺩﺮﺑ ﻪﺸﻘﻧ ﻭ ﺵﺮﺑ :ﻢﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﻩﺩﺍﺩ ﻢﻠﻋ ﯽﻧﻼﻀﻋ ﻪﻈ

ﻢﯿﻫﺩﯽﻣ ﺵﺯﻮﻣﺁ ﺍﺭ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ K-12 ﻥﺍﺯﻮﻣﺁﺶﻧﺍﺩ ﻪﺑ ﻪﻧﻮﮕﭼ

ﻢﯿﻫﺩ ﻉﻼﻃﺍ ﺎﻤﺷ ﻪﺑ ﺍﻮﻫ ﻭ ﺏﺁ ﺩﺭﻮﻣ ﺭﺩ ﺍﺭ ﮎﻮﺑ ﺲﯿﻓ ﻥﺎﺳﺭ ﻡﺎﯿﭘ ﻪﻧﻮﮕﭼ

ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺩﺭﺍﻭﺭﺎﻫ CS50 ﺯﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ

ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﮒﻻ ﻢﺴﺠﺗ ﯼﺍﺮﺑ Kibana ﻭ Elasticsearch، Logstash ﺯﺍ ﻩﺩ

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ (ﻥﻮﺘﯾﺎﭘ) __name__ ﮏﯾ ﺭﺩ ﯼﺰﯿﭼ ﻪﭼ

ﻢﯿﻨﮐ ﺐﯿﮐﺮﺗ ﺪﮐ ﻂﺧ 8 ﺎﺑ ﺍﺭ CSV ﻞﯾﺎﻓ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

child_process.spawn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Node.js ﺎﺑ Python/Ruby/PHP ﻪﺘﺳﻮﭘ ﺖﭙﯾﺮﮑﺳﺍ ﻡﺎﻏ

ﺏﻮﺧ ﯼﺎﻫ ﺶﺨﺑ :ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

ﯽﮔﺪﻨﻧﺍﺭ ﺕﺎﻓﺩﺎﺼﺗ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ :ﯽﻌﻗﺍﻭ ﯼﺎﯿﻧﺩ ﻩﺩﺍﺩ ﻢﻠﻋ ﻩﮊﻭﺮﭘ

ﻡﺍﺮﮕﻠﺗ ﺕﺎﺑﺭ ﺭﺩ ﻦﺸﯿﮑﯿﻔﯿﺗﻮﻧ ﺵﻮﭘ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﺕﺎﺳﺎﺴﺣﺍ ﺮﮕﻠﯿﻠﺤﺗ Google's Natural Language API ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳ

ﻢﯿﺴﯾﻮﻨﺑ ﻪﻘﯿﻗﺩ ﺪﻨﭼ ﺽﺮﻋ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺎﺳ ﯼﺯﺎﺑ ﺏﺎﺒﺳﺍ ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺪﻨﮐ ﯽﻣ ﺖﺒﺤﺻ ﻪﻧﻮﮕﭼ ﺖﻧﺮﺘﻨﯾﺍ

ﯽﻠﻐﺷ ﯼﺎﻫ ﻪﺒﺣﺎﺼﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﺪﯿﻨﮐ ﻝﺮﺘﻨﮐ DIY ﺕﺎﻤﯿﻈﻨﺗ ﻦﯾﺍ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯼﺍﻮﻫ ﺖﯿﻔﯿﮐ ﻪﻧﻮﮕﭼ

ﻢﯿﺘﺧﻮﻣﺁ Google Cloud ML ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺱﺎﯿﻘﻣ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﻪﺋﺍﺭ

ABS 1.1.0: Python ﻭ Bash ﺩﻮﺟﻮﻣ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻦﯾﺮﺗ ﻩﺪﻨﻨﮐ ﻡﺮﮔﺮﺳ ﯼﺍﺮﺑ ﺮﺘﺸﯿﺑ

MongoDB Quick Start ﻥﻮﺘﯾﺎﭘ ﺎﺑ

2019 ﻝﺎﺳ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺭﻭﺩ ﻦﯾﺮﺗﺮﺑ

ﻢﯿﻨﮐ ﻥﺎﻣﺰﻤﻫﺎﻧ ﻭ ﻊﯾﺮﺳ ﺍﺭ ﺩﻮﺧ ﺪﮐ ﮏﯿﻧﺎﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﻪﻘﯿﻗﺩ ﺞﻨﭘ ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﮐ ﭗﯾﺎﺗ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻩﺩﺍﺩ ﻢﻠﻋ ﻭ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

Python's Scikit-Learn ﻭ TF-IDF ﺎﺑ ﻦﺘﻣ ﺯﺍ ﯼﺪﯿﻠﮐ ﺕﺎﻤﻠﮐ ﺝﺍﺮﺨﺘﺳﺍ ﻩﻮﺤﻧ

.ﺪﯾﺭﺍﺩ ﻪﮕﻧ ﻝﺮﺘﻨﮐ ﺖﺤﺗ ﺍﺭ ﺩﻮﺧ sklearn.fit ﻪﻧﻮﮕﭼ ؟ﺍﺮﺟﺍ ﻝﺎﺣ ﺭﺩ ﺯﻮﻨﻫ ﻭ ﺪﻌﺑ ﺖﻋﺎﺳ ﻭﺩ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺭﺩ ﺍﺭ ﻉﻮﻧ ﺕﻼﮑﺸﻣ ﺖﻋﺮﺳ ﻪﺑ Pytype ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﻂﺧ ﺶﺷ ﺭﺩ ﺮﯾﻮﺼﺗ ﻉﻮﻧ ﻝﺪﺒﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

(ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺪﯾﺎﺑ ﺎﻣﺍ) ﺪﯿﻨﮐ ﯽﻤﻧ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻬﻧﺁ ﺯﺍ ﻻًﺎﻤﺘﺣﺍ ﻪﮐ ﯽﻟﺎﻋ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻝﻭﮊ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ NSFW ﯼﺍﻮﺘﺤﻣ ﺺﯿﺨﺸﺗ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﻦﯾﻼﻧﺁ ﻩﺮﻔﻧ ﺪﻨﭼ ﯼﺯﺎﺑ ﺖﺧﺎﺳ ﺵﺯﻮﻣﺁ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Connect Four AI ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻩﺩﺍﺩ ﻢﻠﻋ ﺭﺩ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﺮﯾﺩﺎﻘﻣ ﻪﻤﯾﺮﺟ

Fizyr Retinanet ﺎﺑ Colab ﺭﺩ ﯽﺷ ﺺﯿﺨﺸﺗ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯽﺳﺭﺮﺑ :ﺪﯿﻫﺩ ﺎﻘﺗﺭﺍ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺕﺭﺎﻬﻣ

ﻪﻘﯿﻗﺩ ﺖﻔﻫ ﺭﺩ ﺎﻬﻨﺗ Python3 ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﺯﺍ ﻞﻣﺎﮐ ﻝﺎﺣ ﻦﯿﻋ ﺭﺩ ﻭ ﻊﯾﺮﺳ ﺭﻮﺗ ﮏﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﺴﮐﺍ ﯼﺎﻫ ﻞﯾﺎﻓ ﻖﯾﺮﻃ ﺯﺍ ﻮﺠﺘﺴﺟ ﻭ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ،ﻥﺪﻧﺍﻮﺧ ،ﺩﺎﺠﯾﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﺖﯾﺎﺳ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Reddit ﯽﺷﺭﺎﻔﺳ ﻥﻼﻋﺍ ﻢﺘﺴﯿﺳ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺖﺷﺍﺩ ﺪﯿﻫﺍﻮﺧ ﺖﺳﻭﺩ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﯽﺟﺭﺎﺧ ﻪﺘﺴﺑ 10

؟ﻢﯿﻨﮐ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ ﻪﻘﯿﻗﺩ 5 ﺭﺩ ﺎﻬﻨﺗ ﻪﻨﯿﺳ ﻥﺎﻃﺮﺳ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ﺍﺭ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ Game of Thrones ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻦﯾﺮﻤﺗ ﻭ ﻝﻮﺻﺍ :101 ﺮﮐﺍﺩ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﯾﺎﺳﺏﻭ ﮏﯾ ﺯﺍ ﯼﺭﺍﺩﺮﺑﻪﺸﻘﻧ ﯼﺍﺮﺑ URL ﻩﺪﻧﺰﺧ ﮏﯾ ﺖﺧﺎﺳ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻪﻘﯿﻗﺩ 10 ﺩﻭﺪﺣ ﺭﺩ ﻪﻧﻮﮕﭼ

ﮎﻮﺑ ﺲﯿﻓ ﻥﺎﺳﺭ ﻡﺎﯿﭘ ﻪﺑ ﻥﺁ ﻝﺎﺼﺗﺍ ﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﮕﻧﺰﻣﺭ ﺕﺎﺑﺭ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﮎﺎﭼ ﺮﺘﮐﺩ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﻥﺎﮕﯾﺍﺭ ﻪﺘﻋﺎﺳ 14 ﻩﺭﻭﺩ - ﻪﻤﻫ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﻢﻨﮐ ﯽﻣ ﺖﻓﺎﯾﺭﺩ ﻥﺎﮕﯾﺍﺭ ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ ﺎﻫ ﻪﻨﯾﺰﮔ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﺯﻭﺪﻨﯾﻭ ﺭﺩ PYTHONPATH ﺶﯾﺍﺮﯾﻭ ﻩﻮﺤﻧ

Z ﺎﺗ A ﯼﺎﻤﻨﻫﺍﺭ :ﺯﺎﺑ ﻊﺒﻨﻣ ﻪﺘﺴﺑ ﺎﺗ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ ﺯﺍ

(ﻮﺋﺪﯾﻭ) Jupyter ﯼﺮﺳ ﻞﻣﺎﮐ ﯽﻓﺮﻌﻣ

Virtualenv ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ ﻦﯾﺪﻨﭼ ﺐﺼﻧ

ﯽﻄﺧ ﺩﺭﻮﺧﺯﺎﺑ ﺖﻔﯿﺷ ﯼﺎﻫﺖﺒﺛ ﻭ ﯼﺭﺎﮕﻧﺰﻣﺭ ﺮﺑ ﯼﺍﻪﻣﺪﻘﻣ

!Compat Patchers ﺎﺑ ،ﺖﺳﺍ ﻥﺎﺳﺁ ﻭ ﻥﺍﺯﺭﺍ API ﯼﺭﺍﺪﯾﺎﭘ

ﮏﯿﺗﺎﺘﺳﺍ ﯼﺎﻫ ﺖﯾﺎﺳ ﺏﻭ ﯼﺍﺮﺑ ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﺱﺎﻤﺗ ﻡﺮﻓ ﺖﺧﺎﺳ

ﺮﮐﺍﺩ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻩﺩﺍﺩ ﻡﻮﻠﻋ ﺮﻨﯿﺘﻧﺎﮐ ﺖﺧﺎﺳ

Pychronia ﺭﺍﺰﺑﺍ ﺎﺑ ،ﺖﭙﯾﺮﮑﺳﺍ ﻦﺘﺷﻮﻧ ﻪﺑ ﮏﻤﮐ

ﯼﺮﺼﺑ ﺢﯿﺿﻮﺗ ﮏﯾ - ﺖﺴﯿﭼ ﻡﻭﺭﺪﻨﯿﻟﺎﭘ ﮏﯾ ﺎًﻘﯿﻗﺩ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ CSV ﺐﻟﺎﻗ ﺭﺩ ﺍﺭ ﯽﺨﯾﺭﺎﺗ ﯼﺍﻮﻫ ﻭ ﺏﺁ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺎﻫ

ﻥﺎﻣﺮﻓ ﻂﺧ ﻥﻭﺪﺑ - Anaconda Navigator ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Keras ﻭ TensorFlow ﺐﺼﻧ ﻩﻮﺤﻧ

ﻢﯾﺯﺎﺴﺑ JSON API ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﺣﺍﻭ ﺖﺴﺗ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺱﺍﺮﮐ ﺭﺩ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﺎﻫ ﻪﻧﺍﻭﺮﭘ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻩﻮﺤﻧ

ﺖﺳﺍ ﺶﺨﭘ ﻝﺎﺣ ﺭﺩ ﺎﻤﺷ ﻪﻗﻼﻋ ﺩﺭﻮﻣ ﺮﭽﯿﯾﻮﺗ ﻪﮐ ﯽﻣﺎﮕﻨﻫ ﯽﮑﻣﺎﯿﭘ ﻥﻼﻋﺍ ﮏﯾ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ :ﺪﮐ ﻂﺧ

ﺪﯿﻨﮐ ﻆﻔﺣ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺭﺩ ﺍﺭ ﯼﺮﯾﺬﭘ ﺱﺎﯿﻘﻣ ﻪﻧﻮﮕﭼ

ﻢﯾﺯﺎﺴﺑ ﮏﯿﻧﻭﺮﺘﮑﻟﺍ ﺕﺭﺎﺠﺗ ﺖﯾﺎﺳ ﺏﻭ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﻭ ﻮﮕﻨﺟ ﺎﺑ ﻪﻧﻮﮕﭼ

ﯼﺭﺍﺰﻓﺍ ﻡﺮﻧ ﯼﺎﻫﺪﻣ ﻭ ﺕﺍﺮﻫﺍﻮﺟ ﺩﺭﻮﻣ ﺭﺩ ﻪﺘﺷﺬﮔ ﻪﺑ ﯽﻫﺎﮕﻧ :ﻢﯾﻭﺮﺑ ﻮﻠﺟ ﻪﺑ ﺎﺗ ﺪﻨﮐ ﮏﻤﮐ ﺎﻣ

ﻢﯿﻨﮐ ﯽﯾﺎﺳﺎﻨﺷ ﺍﺭ ﯽﻌﻗﺍﻭ ﻥﺍﺩﺎﺘﺳﺍ ﻭ ﻢﯿﻨﮐ ﻡﺍﺪﺨﺘﺳﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﻪﻧﻮﮕﭼ

ﻮﮐﻭﺩﻮﺳ ﻝﺯﺎﭘ ﺮﻫ ﻞﺣ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﺕﺎﯿﺿﺎﯾﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ - ﻢﯾﻮﺷ ﻩﺪﻧﺮﺑ ﻭ ﻢﯿ

ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﻝﺎﺘﯿﺠﯾﺩ ﺯﺭﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻢﯾﺯﺎﺴﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺍﺪﺘﺑﺍ ﺯﺍ ﻪﻧﻮﮕﭼ

.ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ ﻭ - ﻢﺘﻓﺮﮔ ﺩﺎﯾ ﺍﺭ ﯽﺴﯾﻮﻧﺪﮐ ﻭ ﻡﺩﺮﮐ ﺭﺍﺮﻓ ﯽﺷﺯﻮﻣﺁ ﺥﺯﺮﺑ ﺯﺍ ﻪﻧﻮﮕﭼ

ﺥﺯﺮﺑ ﺭﺍﺮﻓ ﺵﺯﻮﻣﺁ ﻭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

Python ﺪﯾﺯﻮﻣﺎﯿﺑ ﯼﺯﺎﺑ 5 ﻦﺘﺧﺎﺳ ﺎﺑ ﺍﺭ

(IDE) ﻪﭼﺭﺎﭙﮑﯾ ﻪﻌﺳﻮﺗ ﻂﯿﺤﻣ ﮏﯾ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻩﻮﺤﻧ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻥﻮﻨﮐﺍ - ﻪﻣﺎﻨﯿﻫﺍﻮﮔ 10 ﺐﺴﮐ ،ﻩﮊﻭﺮﭘ 111 ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺵﺯﻮﻣﺁ ﻦﯾﺮﺘﻬﺑ

.ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺱﻼﭘ ﺱﻼﭘ ﯽﺳ ﻭ ﺍﻭﺎﺟ ،ﻥﻮﺘﯾﺎﭘ ،ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺭﺩ ﯽﯾﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ﯼﺯ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺱﻼﭘ ﺱﻼﭘ ﯽﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ،ﺍﻭﺎﺟ ﺭﺩ ﯽﯾﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ﻮﺠﺘﺴﺟ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟ

ﻢﯿﻨﮐ ﺖﮐﺮﺣ ﯽﻧﺎﻤﺘﺧﺎﺳ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﻪﺑ ﯽﺴﯾﻮﻧﺪﮐ ﺵﺯﻮﻣﺁ ﺯﺍ ﻩﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﺪﮐ ﺭﺎﺘﺧﺎﺳ ﻭ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ES6 ﻭ GitHub ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺯﺍ ﻪﻧﻮﮕﭼ

Decorator@property ﻥﺁ ﻮﺤﻧ ﻭ ﺎﯾﺍﺰﻣ ،ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﺍﻮﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻞﺼﻔﻣ ﯼﺮﺼﺑ ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺎﻨﺜﺘﺳﺍ ﻪﺑ ﯽﮔﺪﯿﺳﺭ ﻩﻮﺤﻧ

ﺮﻔﺻ ﻒﻗﻮﺗ ﻥﺎﻣﺯ ﺎﺑ 6.8 ﻪﺑ Elasticsearch 1.7 ﺯﺍ ﺕﺮﺟﺎﻬﻣ ﻩﻮﺤﻧ

(ﺩﺮﮐ ﻞﺣ) ؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ % ﺩﺎﻤﻧ - ﻥﻮﺘﯾﺎﭘ ﻝﻭﮊﺎﻣ ﺮﮕﻠﻤﻋ

Python Dictionaries 101: A Detailed Visual Introduction

ﯼﻮﺤﻧ ﯼﺎﻫﺪﮐ ،ﺎﻫﻢﺘﯾﺭﻮﮕﻟﺍ ،ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻝﺎﺜﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﻥﺩﺮﮐ ﻪﺘﺷﺭ ﺮﯾﺯ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺮﻓ ﯼﺎﻫ ﻪﻟﺎﺒﻧﺩ

ﻥﻮﯾﺰﯾﻮﻠﺗ ﺭﺩ ﺮﺗﺮﺑ ﻪﺒﺗﺭ ﯼﺍﺭﺍﺩ ﯼﺎﻫ ﻢﻠﯿﻓ ﯼﺍﺮﺑ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯿﻨﮐ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻬﻧﺁ ﺯﺍ ﺍﺮﭼ ﻭ ﺖﺴﯿﭼ ﺎﻬﻧﺁ :ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺖﺸﮔﺯﺎﺑ ﯼﺎﻫ ﻪﯿﻧﺎ

ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﻩﺩﺍﺩ ﺭﺎﺘﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺒﻣﻻ ﺕﺍﺭﺎﺒﻋ

ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻪﻤﻠﮐ ﯼﺎﻫ ﯼﺯﺎﺳﺎﺟ ﺭﺩ ﻖﯿﻤﻋ ﻦﺘﻓﺭ ﻭﺮﻓ ﮏﯾ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﻪﻧﻮﮕﭼ :Int ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ ﺵﺯﺍﺮﺑ ﺪﺣ ﺯﺍ ﺶﯿﺑ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗ ﺭﺩ ﻮﺗ ﻊﺑﺍﻮﺗ

ﻢﯾﺯﺎﺴﺑ RESTful ﯼﺎﻫ Falcon API ﺎﺑ ﻪﻧﻮﮕﭼ

ﯽﻠﯿﺼﻔﺗ ﯼﺮﺼﺑ ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻋﻮﻤﺠﻣ

.()sleep ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﺮﯿﺧﺎﺗ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Else ﻭ If، Elif ﺕﺍﺭﺎﺒﻋ

ﻢﯾﺯﺎﺴﺑ Tkinter ﻭ Python ﺎﺑ Toy Markdown ﺮﮕﺸﯾﺍﺮﯾﻭ ﮏﯾ ﻪﻧﻮﮕﭼ

SimpleHTTPS Server ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻞﯾﺎﻓ ﻝﺎﺳﺭﺍ ﻩﻮﺤﻧ :ﺩﺍﺩ ﺢﯿﺿﻮﺗ

ﯼﺯﺎﺠﻣ ﻂﯿﺤﻣ ﮏﯾ ﺭﺩ ﮏﺳﻼﻓ ﺐﺼﻧ ﻩﻮﺤﻧ

ﯼﺮﺼﺑ ﻪﻣﺪﻘﻣ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﯼﻮﺠﺘﺴﺟ

NodeJS ﻞﺑﺎﻘﻣ ﺭﺩ Python: ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﺍﺭ ﯼﺭﻭﺎﻨﻓ ﻦﯾﺮﺘﻬﺑ ﻪﻧﻮﮕﭼ Back End ﻢﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮕﺘﻓﺭﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﻪﺑ ﺎﻫ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﭗﯿﭘ ﺐﺼﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺎﻤﺷ ﻥﺎﻣﺮﻓ ﻂﺧ ﻥﺎﺑﺯ ﻥﺍﻮﻨﻋ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ Bash ﯽﻨﯾﺰﮕﯾﺎﺟ ﻩﻮﺤﻧ

ﻞﺼﻔﻣ ﯼﺍ ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﻠﻏ ﻭ ﺖﺳﺭﺩ ﯼﺎﻫ ﺵﺯﺭﺍ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﻥﺎﮕﯾﺍﺭ ﯼﺎﻫﺶﻟﺎﭼ ﻭ ﺎﻫﻮﯾﺪﯾﻭ ،ﺎﻫﺵﺯﻮﻣﺁ ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ

ﻢﯿﻨﮐ ﮏﻤﮐ MAFFT ﺎﺑ nCoV-2019 ﺭﺩ ﯽﻟﺍﻮﺗ ﯼﺪﻨﺑﺯﺍﺮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﺎﻘﻘﺤﻣ ﻪﺑ ﻪﻧﻮﮕﭼ :ﻦ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺩﺮﮑﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﭖﺎﭘ ﻊﺑﺎﺗ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﯼﺎﻫ ﺵﻭﺭ

List Comprehension ﻭ Len، Pop، Index :ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ Python ﯼﺎﻫ ﺖﺴﯿﻟ

ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺎﭘ ﯼﺎﻫﺮﮕﻠﻤﻋ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺠﻣ ﯼﺎﻫ ﻂﯿﺤﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﻘﻠﺣ ﯼﺍﺮﺑ

Python Itertools --- chain، isSlice ﻭ izip ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ

ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺍﺭ ﻩﺩﺍﺩ ﺭﺎﺘﺧﺎﺳ ﯼﺍﺮﺟﺍ

ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺩﺭﻮﺒﺷﺍﺩ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺕﺍﺩﺭﺍﻭ ﯼﺎﻫﻪﯿﻧﺎﯿﺑ

ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﻪﻘﻠﺣ ﻪﯿﻧﺎﯿﺑ

.ﻡﺩﺮﮐ ﺍﺪﯿﭘ ﻦﻣ ﻪﮐ ﺖﺳﺍ ﯼﺰﯿﭼ ﻦﯾﺍ .ﻡﺩﺮﮐ ﯼﺯﺎﺳﺯﺎﺑ ASP.NET ﻭ Express، Flask ﺯﺍ ﻩﺩﺎﻔﺘﺳ

Python Multithreaded: Slithering Through an I/O Bottleneck؟

ﺖﺳﺍ ﺎﻣ ﯽﻠﻣﺎﻌﺗ ﻪﺘﻋﺎﺳ 4 ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ ﺎﺠﻨﯾﺍ ﺭﺩ ؟ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺪﯿﻫﺍﻮﺧ ﯽﻣ ﺎﯾﺁ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ Statsmodels ﻭ Scikit-Learn ﺎﺑ ﯽﮔﺪﻧﺯ ﻪﺑ ﺪﯿﻣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻥﻮ

ﻪﯾﺍﺭﺁ ﺵﻭﺭ ﯼﺎﻫﻝﺎﺜﻣ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺕﻭﺎﻔﺗ - Python Extend ﺖﺳﺮﻬﻓ ﻞﺑﺎﻘﻣ ﺭﺩ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ listdir VS system("ls") - ﺖﺳﺮﻬﻓ ﯼﺎﻤﻨﻫﺍﺭ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺖ

ﯽﻋﺎﻤﺘﺟﺍ ﻪﮑﺒﺷ ﺖﺧﺎﺳ - Python Flask ﻞﻣﺎﮐ ﺵﺯﻮﻣﺁ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ ﻪﮐ ﯽﻟﻭﺰﻧ ﻭ ﯼﺩﻮﻌﺻ - ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﺖﺳﺮﻬﻓ ﻪﯾﺍﺭﺁ ﺵﻭﺭ

Logzero ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺑ ﺩﻭﺭﻭ ﻦﯾﺮﻤﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﯽﯾﺎﻬﻧ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ ﺏﺎﺘﮐ

IEX Cloud ﻭ Python، AWS ﺎﺑ ﻡﺎﻬﺳ ﺭﺍﺯﺎﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﺭﺎﮐﺩﻮﺧ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﺎﺑ ﻞﺴﮐﺍ ﻩﺩﺮ

ﻢﯾﻭﺮﺑ ﯼﺍ ﻪﻓﺮﺣ ﻪﺑ ﯼﺪﺘﺒﻣ ﺯﺍ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

AWS ﻭ IEX Cloud، Matplotlib ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﯼﺮﺼ

ﻢﯾﻮﺷ ﻞﯾﺪﺒﺗ ﯽﻌﻗﺍﻭﺮﯿﻏ ﻥﻮﯿﺳﺎﻣﻮﺗﺍ ﺺﺼﺨﺘﻣ ﮏﯾ ﻪﺑ ﻪﻧﻮﮕﭼ

Matplotlib ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺩﻮﺧ ﺖﯾﺎﺳ ﺏﻭ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻢﺴﺠﺗ ﻥﺩﺍﺩ ﺭﺍﺮﻗ ﻩﻮﺤﻧ

Python Write to File – ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻞﯾﺎﻓ ﺖﯾﺮﯾﺪﻣ ﻊﺑﺍﻮﺗ ﺮﯾﺎﺳ ﻭ ﻕﺎﺤﻟﺍ ،ﻥﺪﻧﺍ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ ،ﻪﯾﺍﺭﺁ ﻪﺑ ﺮﺼﻨﻋ ﮏﯾ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ – Python Append ﺖﺳﺮﻬﻓ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﮔﻮﮔ ﻞﮑﺗﻭﺮﭘ ﯼﺎﻫﺮﻓﺎﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﯽﮑﺸﻣ ﮓﻧﺭ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺭﺎﮐﺩﻮﺧ ﺖﻣﺮﻓ ﻩﻮﺤﻧ

.ﻢﺘﻓﺮﮔ ﺩﺎﯾ ﻦﻣ ﻪﮐ ﺖﺳﺍ ﯼﺰﯿﭼ ﺎﺠﻨﯾﺍ ﺭﺩ .ﻡﺩﺮﮐ ﺩﺎﺠﯾﺍ ﺩﻮﺧ ﺖﯾﺎﺳ ﺏﻭ ﺭﺩ ﺎﻀﻋﺍ ﻪﻘﻄﻨﻣ ﮏﯾ Dj

3 ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﺖﯾﺎﺳ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻩﺩﺍﺩ ﻢﺴﺠﺗ – Matplotlib ﻩﺭﻭﺩ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻊﯾﺮﺳ ﻪﻧﻮﮕﭼ - ﻥﻮﺘﯾﺎﭘ ﺮﯿﻏ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻁﻮﻘﺳ ﻩﺭﻭﺩ

.ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺖﻔﯿﺋﻮﺳ ﻭ ﺍﻭﺎﺟ ،ﺱﻼﭘ ﺱﻼﭘ ﯽﺳ ،ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ،ﻥﻮﺘﯾﺎﭘ ﺭﺩ – ﯽﭼﺎﻧﻮ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ Flask ﺏﻭ ﻪﻌﺳﻮﺗ ،ﻪﺘﻋﺎﺳ 1 ﻥﺎﮕﯾﺍﺭ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ ﻦﯾﺍ ﺭﺩ

Python Data Science – ﺎﻫﺍﺪﻧﺎﭘ .ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻪﺘﻋﺎﺳ ۱۲ ﻩﺭﻭﺩ ﮏﯾ، NumPy، Ma

20.04 ﻮﺘﻧﻮﺑﻭﺍ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺠﻣ ﻂﯿﺤﻣ ﮏﯾ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﺖﺴﯿﻟ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯽﻟﺎﺧ ﺖﺴﯿﻟ ﺵﺯﻮﻣﺁ

ﺪﯾﺪﺟ ﻂﺧ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﻩﻮﺤﻧ ﻭ ﻥﻮﺘﯾﺎﭘ ﺪﯾﺪﺟ ﻂﺧ

ﺪﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ ﺩﻮﺧ ﻩﺩﺍﺩ ﻢﻠﻋ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ ﺍﺭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻦﯾﺮﺘﻬﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ K-Means Clustering ML Models ﻭ K-Nearest Neighbors ﺵﺯﻮﻣﺁ ﻭ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

Python if __name__ == __main__ ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻤﻠﻋ ﺕﺎﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ NumPy ﻪﺘﺴﺑ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﺎﻫﺍﺪﻧﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻞﯿﺼﻔﺗ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻦﯿﮕﻧﺎﯿﻣ ﻊﺑﺎﺗ ﻭ ﺭﺎﻣﺁ - ﺖﺴﯿﻟ ﮏﯾ ﻦﯿﮕﻧﺎﯿﻣ ﻪﺒﺳﺎﺤ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺍﺮﮑﺗ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻝﻮﺻﺍ

ﻢﯿﻧﺍﺩﺮﮔﺮﺑ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﺎﯾ ﺖﺳﺮﻬﻓ ،ﻞﭘﺎﺗ ﮏﯾ ﻪﻧﻮﮕﭼ – ﺪﻧﺍﺩﺮﮔ ﯽﻣﺮﺑ ﺍﺭ ﻪﻧﺎﮔﺪﻨﭼ ﺮﯾﺩﺎﻘﻣ ﻥ

ﻢﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ ﺍﺭ ﺩﻮﺧ ﻩﺮﻣﺯﻭﺭ ﯼﺎﻫﺭﺎﮐ ﻭ ﻢﯾﺯﺎﺴﺑ ﺕﺎﺑﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ NLP ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ ﻦﺘﻣ ﺮﺑ ﯽﻨﺘﺒﻣ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻪﯿﻬﺗ ﯼﺍﺮﺑ Texthero ﺯﺍ

ﻝﺎﻤﺘﺣﺍ ﻊﯾﺯﻮﺗ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﯽﻟﻮﻣﺮﻓ - ﻥﻮﺳﺍﻮﭘ ﻊﯾﺯﻮﺗ

؟ﻢﯿﻨﮐ ﺖﯾﻮﻘﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺎﻫ ﺕﺭﺎﻬﻣ ﻪﻧﻮﮕﭼ

ﻩﮊﻭﺮﭘ 4 ﺖﺧﺎﺳ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﮑﺒﺷ ﺵﺯﻮﻣﺁ

.ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﯼﺍﺮﺑ ﯽﺴﯾﻮﻧﺪﮐ ﺩﺮﺑﺭﺎﮐ +10 ؟ﺩﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﯼﺩﺭﺍﻮﻣ ﻪﭼ ﯼﺍ

ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻪﯾﺍﺭﺁ ﺎﯾ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺍﺭ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﻡﺎﻤﺗ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺩﺮﻓ

ﻦﺘﻣ ﺮﺑ ﯽﻨﺘﺒﻣ ﯽﯾﻮﺟﺍﺮﺟﺎﻣ ﯼﺯﺎﺑ ﮏﯾ :ﺪﯾﺯﺎﺴﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ ﻦﯾﺍ ﺭﺩ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ

ﺩﺮﮐ ﺮﺒﺻ ﺭﺎﮐ ﻪﻣﺍﺩﺍ ﺯﺍ ﻞﺒﻗ ﻪﯿﻧﺎﺛ ﺪﻨﭼ ﯽﻟﺎﺜﻣ ﺕﺍﺭﻮﺘﺳﺩ ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ –

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﯾﺪﭘ ﯽﮑﯾﻭ ﺕﻻﺎﻘﻣ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ

ﺕﺭﺎﺒﻋ Do while True Example – ﻥﻮﺘﯾﺎﭘ ﻪﻘﻠﺣ ﺵﺯﻮﻣﺁ

ﺪﯾﺮﺒﺑ ﯼﺪﻌﺑ ﺢﻄﺳ ﻪﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺕﺭﺎﻬﻣ ،ﻪﺘﻋﺎﺳ 6 ﻥﺎﮕﯾﺍﺭ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ ﻦﯾﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ SQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﯼﺭﺎﮑﺘﺳﺩ ﻭ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺴﺗ ﺯﺍ ﺕﺍﺪﻨﺘﺴﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ Hello World ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺵﺯﻮﻣﺁ

ﻢﯿﻨﮐ ﯼﺭﺎﮑﺘﺳﺩ ﻮﮕﻨﺟ ﺕﺮﺟﺎﻬﻣ ﺎﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

Python for Finance – ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﯽﻤﺘﯾﺭﻮﮕﻟﺍ ﺕﺭﺎﺠﺗ ﺵﺯﻮﻣﺁ

(ﻡﺩﺍﺩ ﻡﺎﺠﻧﺍ ﻦﻣ ﻪﮐ ﯽﺷﻭﺭ ﻪﺑ ﻪﻧ ﻭ) ﻩﺩﺎﺳ ﯽﺷﻭﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

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ﻥﻮﺘﯾﺎﭘ ﻭ ﻡﻮﯿﻨﻠﺳ ﺎﺑ ﻩﺪﻨﻫﺩ ﺵﺍﺮﺧ ﺕﺎﺑﺭ ﮏﯾ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ

ﺮﻔﺻ ﯽﮕﺘﺴﺑﺍﻭ ﺎﺑ ﯽﻣﻮﺑ ﺪﮐ ﻪﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ – m2cgen ﺵﺯﻮﻣﺁ

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ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺖﺨﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻭ ﯽﻨﯿﺑﺪﺑ ،ﮒﺭﺰﺑ ﯼﺎﻫ ﻥﺎﻓﻮﻃ ﻢﯿﺳﺮﺗ ﯼﺍﺮﺑ ﺎﻫﺍﺪﻧﺎﭘ ﻭ ﻥﻮﺘﯾﺎﭘ

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ﺪﻧﺯﺎﺴﺑ ﯽﺴﯾﻮﻧﺪﮐ ﻦﯾﺮﻤﺗ ﯼﺍﺮﺑ ﺪﻨﻧﺍﻮﺗ ﯽﻣ ﻥﺍﻮﺟ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ 11

Pydroid ﻭ ﻥﻮﺘﯾﺎﭘ ﺪﯾﻭﺭﺪﻧﺍ ﻪﻣﺎﻧﺮﺑ ﺵﺯﻮﻣﺁ – ﺪﯾﺯﺎﺴﺑ ﺩﻮﺧ ﻦﻔﻠﺗ ﺭﺩ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺦﯾﺭﺎﺗ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ datetime ﻝﻭﮊﺎﻣ

ﻡﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻢﻠﻐﺷ ﻦﯿﻟﻭﺍ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﺁ ﺯﺍ ﻭ ﻢﺘﺧﺎﺳ ﺎﺒﯾﺯ ﭖﻮﺳ ﺎﺑ Web Scraper ﮏﯾ ﻪﻧ

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ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻤﻨﻫﺍﺭ ﺏﺎﺘﮐ

ﯽﺴﯾﻮﻧﺪﮐ ﺵﺯﻮﻣﺁ

ﯼﺯﺎﺠﻣ ﯼﺎﻫ ﻂﯿﺤﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﯽﮕﺘﺴﺑﺍﻭ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ ﯼﺭﺎﮑﺘﺳﺩ ﻩﻮﺤﻧ ﺵﺯﻮﻣﺁ – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﯼﺭﺎﮑﺘﺳﺩ ﯼﺎﻤﻨﻫﺍﺭ

ﻢﯿﻫﺩ ﺵﺍﺮﺧ ﺎﺒﯾﺯ ﯼﺎﻫﺍﺪﻧﺎﭘ ﻭ ﭖﻮﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﮏﯿﻧﻭﺮﺘﮑﻟﺍ ﺕﺭﺎﺠﺗ ﺖﯾﺎﺳ ﺏﻭ ﮏﯾ ﻪﻧﻮﮕ

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ﯼﺎﭘ ﻥﺭ ﻥﻮﺘﯾﺎﭘ ﺵﺯﻮﻣﺁ – ﻢﯾﺯﺎﺴﺑ ﯼﺮﺼﺑ ﻥﺎﻣﺭ ﯼﺯﺎﺑ ﮏﯾ ﻪﻘﯿﻗﺩ 10 ﺭﺩ ﻪﻧﻮﮕﭼ

Seaborn ﻭ Numpy، Pandas، Matplotlib ،ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﺵﺯﻮﻣﺁ ؟ﺖﺴﯿﭼ ﻩﺩﺍﺩ ﻞ

ﺦﯾﺭﺎﺗ ﺎﺑ ﺭﺎﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ timedelta ءﺎﯿﺷﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮎﺭﺩ

ﯽﻠﻤﻋ ﺵﻭﺭ ﻪﺑ ML ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻌﺑﺎﻨﻣ ﻭ ﺕﺎﮑﻧ - ﻢﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺍﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻧﻮﮕﭼ

ﯽﻘﯿﺳﻮﻣ ﻉﻭﺮﺷ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ – zip() Python ﻊﺑﺎﺗ

ﻢﯿﻫﺩ ﺵﺮﺑ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺮﯾﺯ

ﻒﻠﺘﺨﻣ ﺵﻭﺭ 4 ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻥﺩﺮﮐ ﻑﺎﺻ ﻩﻮﺤﻧ

Python For Loop – ﺵﺯﻮﻣﺁ ﻭ ﻝﺎﺜﻣ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺍﻮﺗ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯽﻃﺮﺷ ﺕﺍﺭﺎﺒﻋ – Python If Else ﺕﺭﺎﺒﻋ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺖﯾﺎﺳ ﺏﻭ ﺮﻫ ﺯﺍ ﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﺵﺯﻮﻣﺁ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ -()all ﻭ()Python any ﻊﺑﺍﻮﺗ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺵﺯﻮﻣﺁ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻩﺍﺭ ﻦﯾﺮﺘﻬﺑ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﮎﺭﺩ

ﺎﻫﺮﺘﻣﺍﺭﺎﭘ ﺎﺑ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻭ ﻥﻼﻋﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻊﺑﺎﺗ ﯼﺎﻫ ﻝﺎﺜﻣ

ﻮﮕﻨﺟ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺍﺮﺑ ﮒﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﺑ ﺩﻭﺭﻭ

Python Do while – Loop ﻝﺎﺜﻣ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ ﺭﺩ()ﻦﯾﺰﮕﯾﺎﺟ ﻭ()find ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﯼﺎﻫ ﺵﻭﺭ ﺵﺯ

ﯼﺩﻮﻌﺻ ﺎﯾ ﯽﻟﻭﺰﻧ ﺱﺎﺳﺍ ﺮﺑ ﯼﺯﺎﺳﺐﺗﺮﻣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺳﺐﺗﺮﻣ ﺖﺳﺮﻬﻓ

Python Create File – ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﮏﯾ ﻪﺑ ﻦﺘﺷﻮﻧ ﻭ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﻩﻮﺤﻧ

ﺱﺍ ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﺖﻣﺮﻓ ﻪﻧﻮﻤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺐﻟﺎﻗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ ﻭ ﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺵﺯﻮﻣﺁ

ﻢﯿﻧﺍﻮﺨﺑ ﻂﺧ ﻪﺑ ﻂﺧ ﺍﺭ ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﮏﯾ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺯﺎﺑ ﻞﯾﺎﻓ

ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻥﺎﺳﺁ ﯼﺎﻫ ﻩﺪﯾﺍ – ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ 25

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻪﻤﻫ ﻦﯾﺍ ﺍﺮﭼ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ – Python f-String ﺵﺯﻮﻣﺁ

؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ ﯼﺯﺎﺑ ﺭﺩ RNG - RNG ﯽﻨﻌﻣ

Python Tuple VS List – ؟ﺖﺴﯿﭼ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﮐ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﻩﻮﺤﻧ

Python Enumerate – Python Enum For Loop Index ﻝﺎﺜﻣ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻪﺘﻓﺎﯾﺭﺎﺘﺧﺎﺳ ﯽﻟﺎﻣ ﺭﺎﺒﺧﺍ ﮏﯾ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ Streamlit ﻭ Python، SpaCy ﺯﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺎﻨﺜﺘﺳﺍ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ – Python Try and Except ﺕﺭﺎﺒﻋ

ﻝﺎﺜﻣ ﻮﺤﻧ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺒﻣﻻ ﻊﺑﺎﺗ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ – range() Python ﻊﺑﺎﺗ

ﺪﺸﮐ ﯽﻣ ﻥﻮﺘﯾﺎﭘ ﻭ ﺱﺮﻣﺎﮐﻭﻭ ﺎﺑ ﺍﺭ ﯼﺮﺘﺸﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﮐ ﻞﺴﮐﺍ ﻞﯾﺎﻓ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

NamedTuple ﺎﺑ ﺭﺎﮐ ﻭ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – Python NamedTuple ﯼﺎﻫ ﻝﺎﺜﻣ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ()join ﻭ()split ﯼﺎﻫﺵﻭﺭ

ﺎﻫﻝﺎﺜﻣ ﻭ ﺕﺎﯿﻠﻤﻋ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻪﻋﻮﻤﺠﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﺧﺍﺩ ﻪﻘﻠﺣ ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Flask-Login ﺎﺑ Flask ﺭﺩ ﻥﺍﺮﺑﺭﺎﮐ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﻩﻮﺤﻧ

ﻥﺎﮕﯾﺍﺭ ﻪﺘﻋﺎﺳ 19 ﻩﺭﻭﺩ - ﻥﻮﺘﯾﺎﭘ ﺎﺑ API ﺩﺎﺠﯾﺍ

Python JSON – ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﻪﻧﻮﮕﭼ JSON ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ

ﻝﺎﺜﻣ ﺎﺑ ﻊﺑﺎﺗ ﺖﺴﯿﻟ –() ﻥﻮﺘﯾﺎﭘ ﻪﺸﻘﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ – ﻥﻮﺘﯾﺎﭘ ﺱﻮﮑﻌﻣ ﻪﺘﺷﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮎﺭﺩ

ﻪﯾﺍﺭﺁ ﺎﯾ ﻩﺩﻭﺪﺤﻣ ﮏﯾ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺱﻮﮑﻌﻣ ﺖﺳﺮﻬﻓ

ﻞﺴﮐﺍ ﻥﺍﺮﺑﺭﺎﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻩﺭﻭﺩ

Python ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ Int – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻝﺎﺳﺭﺍ ﻩﻮﺤﻧ

ﺮﯿﻐﺘﻣ ﻭ ﻪﺘﺷﺭ ﭖﺎﭼ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﺮﯿﻐﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﻡﺎﻏﺩﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﮎﺭﺎﺘﺳﺍ ﯽﻧﻮﺗ ﺲﯾﻭﺭﺎﺟ ﺖﺧﺎﺳ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ

ﻝﺎﺜﻣ ﯼﻮﺤﻧ ﺭﻮﺘﺳﺩ ﺭﻮﺘﺳﺩ ﺎﺑ ﭖﺎﭼ ﻩﻮﺤﻧ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﻧﺎﯿﺑ ﭖﺎﭼ

ﻢﯾﺯﺎﺴﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﻥﻮﻣﺯﺁ ﻪﻣﺎﻧﺮﺑ ﮏﯾ Open Trivia DB ﻭ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻥﺎﮕﯾﺍﺭ ﯼﺎﻫ ﻩﺭﻭﺩ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻭ ﯼﺎﻫ ﺲﯾﻭﺮﺳ ﺎﺑ ﻞﻣﺎﻌﺗ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ

ﺎﺒﯾﺯ ﮏﺳﻼﻓ ﻭ ﭖﻮﺳ ﺎﺑ ﻝﺎﻓ API ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ

ﺪﯾﺮﯿﮔ ﯽﻣ ﺩﺎﯾ ﺍﺭ ﺮﺗﻮﯿﭙﻣﺎﮐ ﻡﻮﻠﻋ ﻢﯿﻫﺎﻔﻣ ﻥﺁ ﺭﺩ ﻪﮐ ﯼﺮﺼﺑ ﻥﺎﻣﺭ ﯽﯾﻮﯾﺪﯾﻭ ﯼﺯﺎﺑ ﮏﯾ – RPG

Flask ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ URL ﻩﺪﻨﻨﮐ ﻩﺎﺗﻮﮐ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺵﺯﻮﻣﺁ

ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻪﯾﺍﺭﺁ ﮏﯾ ﺎﯾ ﺖﺴﯿﻟ ﮏﯾ ﻪﺑ ﻪﻧﻮﮕﭼ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺩﺮﮐ ﻪﻤﯿﻤﺿ

Python Not Equal – Does Not Equal Operator Tutorial

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﺘﮑﯾﺩ ﯼﻭﺭ CRUD ﺕﺎﯿﻠﻤﻋ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ

strip() Python – ﻢﯿﻫﺩ ﺵﺮﺑ ﺍﺭ ﻂﺧ ﺎﯾ ﻪﺘﺷﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻥﻮﺘﯾﺎﭘ ﺭﺩ TinyDB ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﺷ ﻞﺣ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ ﻡﺎﯿﭘ – ﻩﺩﻭﺪﺤﻣ ﺯﺍ ﺝﺭﺎﺧ ﺖﺳﺮﻬﻓ ﺖﺳﺮﻬﻓ

Python String.Replace() – ﯽﻋﺮﻓ ﯼﺎﻫ ﻪﺘﺷﺭ ﯽﻨﯾﺰﮕﯾﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻌﺑﺎﺗ

ﺎﻫ ﺵﻭﺭ ،ﺖﺳﺮﻬﻓ ،ﻒﯾﺮﻌﺗ – ﻥﻮﺘﯾﺎﭘ ﻪﯾﺍﺭﺁ ﺵﺯﻮﻣﺁ

ﻢﯾﺯﺎﺴﺑ ﺖﺸﭘ ﮎﻻ ﯼﺍ ﻪﻘﺑﺎﺴﻣ ﯼﺯﺎﺑ ﮏﯾ PyCharm ﺎﺑ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺑ ﻪﻌﺳﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

Python Parse JSON – ﻞﯾﺎﻓ ﮏﯾ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ JSON

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻨﻏ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺖﯾﻮﻘﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ Nmap ﻪﻧﻮﮕﭼ

Python If-Else – Python Conditional Syntax ﻝﺎﺜﻣ

Var ﻉﻮﻧ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﺮﯿﻐﺘﻣ ﻉﻮﻧ

ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺐﺼﻧ ﻩﻮﺤﻧ

ﺖﮑﯾﺩ ﺯﺍ ﺪﯿﻠﮐ ﻑﺬﺣ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﺪﯿﻠﮐ ﮏﯾ ﻑﺬﺣ ﻩﻮﺤﻧ

ﺖﺴﯿﻟ ﻪﺑ ﻦﺘﻣ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ – ﻪﯾﺍﺭﺁ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

len() ﻊﺑﺎﺗ ﺯﺍ ﻪﻧﻮﮕﭼ ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ len() ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻪﺘﺷﺭ ﻝﻮﻃ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ

Python Find in List – ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﺎﯾ ﻢﺘﯾﺁ ﮏﯾ ﻪﯾﺎﻤﻧ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﺪﻨﭼ ﻦﺘﺷﺍﺬﮔ ﺖﻨﻣﺎﮐ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯽﻄﺧ ﺪﻨﭼ ﺖﻨﻣﺎﮐ

2022 ﻝﺎﺳ ﺭﺩ ﻥﺪﻧﺍﺭﺬﮔ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﺭﻭﺩ ﻦﯾﺮﺘﻬﺑ 10

Python .pop() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﺎﯾ ﺖﺴﯿﻟ ﮏﯾ ﺯﺍ ﭖﺎﭘ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻦﻤﯾﺍ ﺍﺭ ﺩﻮﺧ ﻪﻧﺎﺧ ﻢﯿﺳ ﯽﺑ ﺖﺧﺎﺳﺮﯾﺯ Python ﻭ Kismet ﺎﺑ ﻪﻧﻮﮕﭼ

Python List .remove() - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﻢﺘﯾﺁ ﮏﯾ ﻑﺬﺣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ IP ﺱﺭﺩﺁ ﮏﯾ ﯽﻧﺎﮑﻣ ﺖﯿﻌﻗﻮﻣ ﺕﺎﻋﻼﻃﺍ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ

ﺪﺷ ﻞﺣ ﺲﮐﻮﻨﯿﻟ ﻭ ﮏﻣ ﯼﺎﻄﺧ – ﺪﺸﻧ ﺖﻓﺎﯾ pip ﺭﻮﺘﺳﺩ

ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﮏﯾ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻝﻮﻃ

MacOS Homebrew ﻥﺎﻣﺮﻓ ﯼﺎﻤﻨﻫﺍﺭ – Pyenv ﺎﺑ ﻪﺨﺴﻧ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﻭ ﮏﻣ ﺭﺩ 3 ﻥﻮﺘﯾﺎﭘ ﺐﺼﻧ

ﻢﯿﻨﮐ ﻑﺬﺣ ﺎﻫ ﻪﺘﺷﺭ ﺯﺍ ﺍﺭ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻪﻧﻮﮕﭼ - ﺪﻨﮐ ﯽﻣ ﻑﺬﺣ ﻪﺘﺷﺭ ﺯﺍ ﺍﺭ ﺮﺘﮐﺍﺭﺎﮐ ﻥﻮﺘﯾﺎﭘ

TypeError [ﻩﺪﺷ ﻞﺣ] ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ ﺪﻨﺷﺎﺑ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺪﯾﺎﺑ ﻪﺘﺷﺭ ﯼﺎﻫ ﺺﺧﺎﺷ

Python .sort() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻩﻮﺤﻧ

ﯽﻧﺎﻣﺯ ﯽﮔﺪﯿﭽﯿﭘ ﺎﺑ ﺍﻭﺎﺟ ﻭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻝﺎﺜﻣ - ﻡﺎﻏﺩﺍ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﺎﻤﺷ ﻪﻣﻭﺯﺭ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ ﯼﺎﻫ ﻩﺪﯾﺍ

ﻂﺧ ﻥﺎﻤﻫ ﺭﺩ ﭖﺎﭼ - ﺪﯾﺪﺟ ﻂﺧ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﺘﺷﺭ ﻕﺎﺤﻟﺍ ﻭ ﺐﯿﮐﺮﺗ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺳﻮﯿﭘ ﯼﺎﻫ ﻪﺘﺷﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﮐ ﻦﺘﺷﺍﺬﮔ ﺖﻨﻣﺎﮐ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺕﺍﺮﻈﻧ ﮎﻮﻠﺑ

Python Break ﻭ Python Continue – ﯼﺪﻌﺑ ﻊﺑﺎﺗ ﻪﺑ ﺵﺮﭘ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺖﮑﯾﺩ ﯼﺎﻫ ﺵﻭﺭ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺩﺎﺠﯾﺍ

Python Add to Dictionary – ﻪﺘﮑﯾﺩ ﻪﺑ ﻢﺘﯾﺁ ﮏﯾ ﻥﺩﻭﺰﻓﺍ

Python Get Last Element in List – ﺩﺭﻮﻣ ﻦﯾﺮﺧﺁ ﺏﺎﺨﺘﻧﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﻁﻮﻘﺳ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ

ﻊﺑﺎﺗ ﮏﯾ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻭ ﻒﯾﺮﻌﺗ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻊﺑﺍﻮﺗ

TinyDB ﻭ Rich، Typer ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Contact Book ﻦﺸﯿﮑﯿﻠﭘﺍ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

Python Sleep – time.sleep() ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻪﺘﺷﺭ ﻝﺎﺜﻣ ﮏﯾ ﻞﯾﺪﺒﺗ – Int ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

ﺎﻫ ﻪﺘﺷﺭ ﯼﺮﺑﺍﺮﺑ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ ﻪﺴﯾﺎﻘﻣ

SyntaxError EOF ﻪﯾﺰﺠﺗ ﻡﺎﮕﻨﻫ ﻩﺮﻈﺘﻨﻣﺮﯿﻏ Python [ﺪﺷ ﻞﺣ] ﺎﻄﺧ

Datetime ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻌﻓ ﻥﺎﻣﺯ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻘﻄﻨﻣ ﯼﺎﻫﺮﮕﻠﻤﻋ – ﻥﻮﺘﯾﺎﭘ ﺮﮕﻠﻤﻋ

Else-If ﺭﺩ Python – Python If Example Syntax

ﻥﻮﺘﯾﺎﭘ ﺭﺩ kwargs** ﻭ args* ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﻥﺎﺑﺯ ﺭﻮﺘﺳﺩ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮏﯾ ﺩﺎﺠﯾﺍ

[ﺪﺷ ﻞﺣ] ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ – ﺖﺴﯿﻧ ﺮﯾﺬﭘﺭﺍﺮﮑﺗ Int ءﯽﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻒﯿﮔ ﻪﺑ ﯽﯾﻮﺋﺪﯾﻭ ﯼﺎﻫ ﻞﯾﺎﻓ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

ﭻﯾﺭ ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻝﺩﺭﻭ ﻥﻮﻠﮐ ﺖﺧﺎﺳ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ

ﻮﺤﻧ ﻝﺎﺜﻣ()join – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻪﺑ ﺖﺳﺮﻬﻓ

Python If-Else ﻪﯿﻧﺎﯿﺑ ﻝﺎﺜﻣ

PyPI ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﻦﯿﻟﻭﺍ ﺩﻮﻠﭘﺁ ﻭ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﺪﯿﻔﻣ ﺍﺮﭼ ﻭ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺠﻣ ﻂﯿﺤﻣ ﮏﯾ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻩﻮﺤﻧ

ﻪﻧﻮﻤﻧ ﻭ ﺱﻼﮐ ﯼﺎﻫﯽﮔﮋﯾﻭ ﺯﺍ ﯽﯾﺎﻫﻪﻧﻮﻤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﯽﮔﮋﯾﻭ

Python IDE – ﻦﯾﺮﺘﻬﺑ IDE ﯼﺍﺮﺑ ﺎﻫﺮﮕﺸﯾﺍﺮﯾﻭ ﻭ ﺎﻫ Python

Python .zip() – ﻊﺑﺎﺗ Zip ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ PysonDB ﺎﺑ ﻪﻧﻮﮕﭼ

Python List .append() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﻢﺘﯾﺁ ﮏﯾ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ

Minesweeper ﯼﺯﺎﺑ ﺪﮐ – ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﺎﻤﺷ ﻪﮑﺒﺷ ﻥﺩﺮﮐ ﻦﻤﯾﺍ ﯼﺍﺮﺑ Python ﻭ Suricata، RaspberryPI4 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﯽﮕﻧﺎ

strftime – ﻥﺎﻣﺯ ﺮﻬﻣ ﻪﺘﺷﺭ DateTime ﻥﻮﺘﯾﺎﭘ

Google Collaboratory – ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻪﻧﻮﮕﭼ Google Drive ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﺩﻮﺧ

ﺪﻫﺩ ﻡﺎﺠﻧﺍ ﺭﺎﻣ ﯼﺯﺎﺑ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﺗ ﺪﯿﻫﺩ ﺵﺯﻮﻣﺁ ﺍﺭ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﮏﯾ

Wireshark ﻭ Strace، Python ﺎﺑ ﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﻩﻮﺤﻧ

Python For Loop ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﻘﻠﺣ ﻦﺘﺷﻮﻧ ﻩﻮﺤﻧ – ﻝﺎﺜﻣ

ﯽﭼﺎﻧﻮﺒﯿﻓ ﻪﻟﺎﺒﻧﺩ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﮏﯾ ﻪﯾﺎﻤﻧ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺲﮐﺪﻨﯾﺍ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﺩﺎﺳ ﻪﻣﺎﻧﺮﺑ ﯼﺎﻫ ﻪﻧﻮﻤﻧ – ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻝﺎﺜﻣ ﯼﺎﻤﻨﻫﺍﺭ ﺏﺎﺘﮐ

2022 ﻝﺎﺳ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ

() String low ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﮏﭼﻮﮐ ﻑﻭﺮﺣ

ﻝﺎﺜﻣ ﺎﺑ Pathlib ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺮﯿﺴﻣ

[ﺪﺷ ﻞﺣ] ﺪﯾﺪﺟ ﻂﺧ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ

Python List insert() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ

Python split() – ﻪﺘﺷﺭ ﻢﯿﺴﻘﺗ ﻝﺎﺜﻣ

ﻢﯿﻨﮐ ﻒﯾﺮﻌﺗ ﺍﺭ ﯽﻧﺎﻬﺟ ﻝﺎﺜﻣ ﮏﯾ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﯽﻧﺎﻬﺟ ﯼﺎﻫﺮﯿﻐﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻝﺩﺭﻭ ﻥﻮﻠﮐ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﺭﺎﮐ ﺵﺩﺮﮔ ﺖﯾﺮﯾﺪﻣ ﻭ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ Apache Airflow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻮﺗﺭﺩﻮﺗ ﻪﻘﻠﺣ ﺖﺴﮑﺷ ﯼﺍﺮﺑ ،ﻂﯾﺍﺮﺷ ﻥﺪﺷ ﻩﺩﺭﻭﺁﺮﺑ ﺕﺭﻮﺻ ﺭﺩ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﮑﺷ

ﺪﯾﺯﺎﺴﺑ ﻦﯿﺷﺎﻣ ﻡﺍﺭﺩ ﮏﯾ Pygame ﻭ Python ﺎﺑ

Python Round to Int – ﻞﻣﺎﮐ ﺩﺪﻋ ﻦﯾﺮﺘﮑﯾﺩﺰﻧ ﻪﺑ ﻥﺩﺮﮐ ﺩﺮﮔ ﺎﯾ ﻥﺩﺮﮐ ﺩﺮﮔ ﻩﻮﺤﻧ

TypeError: ﻉﻮﻧ ﺯﺍ ﺖﻨﯾﺍ ﺮﯿﻏ ﺭﺩ ﺍﺭ ﻪﻟﺎﺒﻧﺩ ﻥﺍﻮﺗ ﯽﻤﻧ 'float' [ﺪﺷ ﻞﺣ] ﺩﺮﮐ ﺏﺮﺿ

Frontend ﻥﻮﺘﯾﺎﭘ ﺏﻮﭼﺭﺎﭼ – PyScript ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Python .split() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﻢﯿﺴﻘﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﻞﯾﺎﻓ ﯼﻭﺭ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ،ﻥﺩﺮﮐ ﺯﺎﺑ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯽﻧﺪﻧﺍﻮﺧ ﻞﯾﺎﻓ

ﻥﺩﺮﮐ ﻊﺑﺮﻣ ﻊﺑﺎﺗ - ﻢﯿﻨﮐ ﻊﺑﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺩﺪﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﺖﺴﯿﭼ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﺯﺎﺑ ﺎﺘﺑ ﯽﺿﺎﯾﺭ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻩﺭﻭﺩ - ﺪﯾﺯﻮﻣﺎﯿﺑ freeCodeCamp ﺭﺩ ﺍﺭ ﯼﺩﺎﯿﻨﺑ ﺕﺎﯿﺿﺎﯾﺭ

ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ ﮏﯾ - FastAPI ﺭﺩ JWT ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺘﻔﮔ ﺺﯿﺨﺸﺗ

Python enumerate() – ﻊﺑﺎﺗ Enumerate ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻋﻮﻤﺠﻣ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﻋﻮﻤﺠﻣ

ﻥﻮﺘﯾﺎﭘ ﯽﻠﺤﻣ ﺮﯿﻏ ﯼﺎﻫﺮﯿﻐﺘﻣ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻬﺟ ﺮﯿﻐﺘﻣ

Python Absolute Value – ﻥﻮﺘﯾﺎﭘ ﺵﺯﻮﻣﺁ abs

ﺪﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯽﮔﺪﻧﺯ

%2f ؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ

NameError: Name plot_cases_simple ﻢﯿﻨﮐ ﻑﺮﻃﺮﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ ﻦﯾﺍ ﻪﻧﻮﮕﭼ – ﺖﺳﺍ ﻩﺪ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻋﻮﻤﺠﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﻋﻮﻤﺠﻣ

Python Else-If ﺕﺭﺎﺒﻋ ﻝﺎﺜﻣ

ﻢﯿﻨﮐ ﻡﻼﻋﺍ ﺍﺭ ﺎﻫ ﺖﺴﯿﻟ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺎﺜﻣ – ﻢﯾﺯﺎﺴﺑ ﺖﺳﺮﻬﻓ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

ﺩﻮﺷ ﯽﻣ ﺭﺍﺮﮑﺗ ﻥﺁ ﯼﻭﺭ ﻪﮐ ﯽﻟﺎﺣ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﺪﯿﻠﮐ ﻑﺬﺣ ﻩﻮﺤﻧ

KeyError ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻄﺧ ﻊﻓﺭ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻪﯿﻧﺎﯿﺑ ﻮﺤﻧ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ Open ﺎﺑ

()index. ﺎﺑ ﺖﺴﯿﻟ ﺭﺩ ﻢﺘﯾﺁ ﮏﯾ ﻪﯾﺎﻤﻧ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ ؟ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ indexOf ﺖﺳﺮﻬﻓ

Snscrape ﻭ Tweepy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﺘﯿﯾﻮﺗ ﺯﺍ ﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏ

Python List.append() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﯽﻠﻌﻓ ﻥﺎﻣﺯ ﻥﻮﺘﯾﺎﭘ

؟ﺖﺳﺍ ﺪﯿﻔﻣ ﺍﺮﭼ ﻭ ﺖﺴﯿﭼ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﻉﺍﺰﺘﻧﺍ

ﻝﺎﻨﯿﻣﺮﺗ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺳﻮﭘ ﺕﺍﺭﻮﺘﺳﺩ ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﯼﺍﺮﺟﺍ

strftime() Python – ﺖﻣﺮﻓ ﺵﺯﻮﻣﺁ Datetime

Typeerror: ﯽﺷ int ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﮑﺸﻣ ﻊﻓﺭ ﻩﻮﺤﻧ – ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ

ﻝﺎﺜﻣ ﺎﺑ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﯼﻮﺠﺘﺴﺟ

Typeerror: ﯽﺷ ﻥﺍﻮﺗ ﯽﻤﻧ nonetype ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺁ ﻊﻓﺭ ﻩﻮﺤﻧ - ﺩﺮﮐ ﺯﺎﺑ ﺍﺭ ﺭﺍﺮﮑﺗ ﻞﺑﺎﻗ

while True Loop ﺕﺭﺎﺒﻋ ﻝﺎﺜﻣ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ while ﯼﺎﻫﻪﻘﻠﺣ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ DateTime ﯽﺷ ﮏﯾ ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻝﺎﺜﻣ Def Syntax – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺎﺗ ﮏﯾ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﮑﺸﻣ ﻊﻓﺭ ﻩﻮﺤﻧ - ﺪﻨﺷﺎﺑ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺪﯾﺎﺑ ﻪﺘﺷﺭ ﯼﺎﻫ ﺺﺧﺎﺷ :ﻉﻮﻧ ﯼﺎﻄﺧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺭﻮﺗﺍﺮﭘﺍ ؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ //

Python find() – ﻢﯿﻨﮐ ﻮﺠﺘﺴﺟ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﺮﯾﺯ ﮏﯾ ﻪﻧﻮﮕﭼ

JSON ﻪﯾﺰﺠﺗ ﻭ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﻞﯾﺎﻓ ﮏﯾ ﯼﺮﯿﮔﺭﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﻢﯾﺯﺎﺴﺑ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺎﺑ Chatbot ﮏﯾ GPT ﻭ Redis، Python ﺎﺑ ﻪﻧﻮﮕﭼ – AI Chatbot ﯼﺎﻤﻨ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻫ ﺵﻭﺭ

[ﺪﺷ ﻞﺣ] ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ – ﻩﺩﻭﺪﺤﻣ ﺯﺍ ﺝﺭﺎﺧ ﺖﺳﺮﻬﻓ ﺖﺳﺮﻬﻓ

ﭻﯿﺋﻮﺳ ﺩﺭﻮﻣ ﻪﻧﻮﻤﻧ – ﻥﻮﺘﯾﺎﭘ ﭻﯿﺋﻮﺳ ﻪﯿﻧﺎﯿﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﮑﺸﻣ ﻊﻓﺭ ﻩﻮﺤﻧ – ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ str ﯽﺷ :ﻉﻮﻧ ﯼﺎﻄﺧ

IMDB ﺯﺍ ﯽﻠﯿﺨﺗ ﯽﻤﻠﻋ ﯼﺎﻫ ﻢﻠﯿﻓ ﺵﺍﺮﺧ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻝﺎﺜﻣ ﺎﺑ – ﺪﮐ ﯽﻨﯾﺮﻓﺁﺯﺎﺑ ﯼﺎﻫﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ

ﻢﯿﻨﮐ ﺩﺮﮔ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﺸﻋﺍ ﻥﺎﮑﻣ 2 ﻪﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺭﺎﮐﺩﻮﺧ ﺕﺭﻮﺻ ﻪﺑ ﺱﺮﭘﺩﺭﻭ ﯼﺎﻫ ﺖﺴﭘ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

Power BI ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻞﺒﻗ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﺮﺗﺮﺑ ﻢﯿﻫﺎﻔﻣ

ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ،ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﺖﯾﺮﯾﺪﻣ

Python ﻪﺘﺷﺭ ﮏﯾ ﮏﭼﻮﮐ ﻑﻭﺮﺣ ﯼﺍﺮﺑ – str.lower() ﻝﺎﺜﻣ

Flask ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯽﻫﺪﻧﺎﻣﺯﺎﺳ ﯼﺍﺮﺑ Blueprints ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Python string.replace() – ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﯽﻨﯾﺰﮕﯾﺎﺟ ﻩﻮﺤﻧ

SpringBootAdmin ﻭ Pyctuator ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫAPI ﺮﺑ ﺕﺭﺎﻈﻧ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﮏﯾ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ – ﻥﻮﺘﯾﺎﭘ ﺱﻮﮑﻌﻣ ﺖﺳﺮﻬﻓ

Scikit-learn ﻥﻮﺘﺳ ﻞﯾﺪﺒﺗ ﻭ ﻪﻟﻮﻟ ﻂﺧ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺪﮐ ﺖﯿﻔﯿﮐ ﺩﻮﺒﻬﺑ ﻩﻮﺤﻧ

Python .split() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﻢﯿﺴﻘﺗ

ModuleNotFoundError: ﻡﺎﻧ ﺎﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ Python Error [ﺪﺷ ﻊﻓﺭ]

ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﺍﺭ ﻪﺘﮑﯾﺩ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺪﻘﻣ ﺱﺎﺳﺍ ﺮﺑ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

TensorFlow ﺎﺑ TensorBoard ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

App ﻩﺎﮕﺷﻭﺮﻓ ﺕﺍﺮﻈﻧ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺎﻫ ﻪﺘﮑﯾﺩ ﮎﺭﺩ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﮎﺭﺩ

Python Datetime.now() – ﺯﻭﺮﻣﺍ ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻧﻮﯿﭘ ﯼﺎﻫ ﺖﺴﯿﻟ

ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺘﺸﮔﺯﺎﺑ ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ ﺖﺴﯿﻟ ﮏﯾ ﻪﻧﻮﮕﭼ

(PDB) ﻥﻮﺘﯾﺎﭘ ﺮﮔﺎﺒﯾﺩ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﻩﻮﺤﻧ

ﻝﺎﺜﻣ ﺪﮐ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ،ﺱﻼﭘ ﺱﻼﭘ ﯽﺳ ،ﺍﻭﺎﺟ ﺭﺩ ﻢﺘﯾﺭﻮﮕﻟﺍ - ﺏﺎﺒﺣ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

TypeError: ﺩﺮﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺮﻟﺎﮑﺳﺍ ﻪﺑ ﻥﺍﻮﺗ ﯽﻣ ﺍﺭ 1 ﻩﺯﺍﺪﻧﺍ ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﻂﻘﻓ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺪﻨﺴﭘ ﺮﺑﺭﺎﮐ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﺑ ﺍﺭ ﺩﻮﺧ Jupyter ﮎﻮﺑ ﺕﻮﻧ ﻪﻧﻮﮕﭼ

ﻉﺍﻮﻧﺍ ﺭﺩ ﺮﮑﻔﺗ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ

freeCodeCamp ﻪﺨﺴﻧ - ﺖﺳﺍ ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﺒﺗﺭ ﻦﯾﺮﺗﺪﺑ ﺎﺗ ﻦﯾﺮﺘﻬﺑ ﺯﺍ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﺩﻮﺧ ﺪﮐ ﯼﺎﻘﺗﺭﺍ ﻪﺑ ﮏﻤﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺕﺎﮑﻧ

ﻢﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ "Hello World" ﻪﻧﻮﮕﭼ ﻭ ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻢﺟﺮﺘﻣ ﻪﻧﻮﮕﭼ ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ

STR Appending – ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ

Crash ﻞﻣﺎﮐ ﻩﺭﻭﺩ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺍﺪﺒﻣﻻ ﻊﺑﺎﺗ ﺩﺮﮑﻠﻤﻋ ﻩﻮﺤﻧ

(ﻥﺎﮕﯾﺍﺭ ﺏﺎﺘﮐ) ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻪﭽﻧﺁ ﺮﻫ – ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺵﺯﻮﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﻊﺑﺍﻮﺗ ﯼﺍﺮﺑ ﺪﺣﺍﻭ ﯼﺎﻫ ﺖﺴﺗ ﻦﺘﺷﻮﻧ ﻩﻮﺤﻧ

TypeError: ءﯽﺷ 'int' [ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﻞﺣ ﯼﺎﻄﺧ] ﺖﺴﯿﻧ ﮎﺍﺮﺘﺷﺍ ﻞﺑﺎﻗ

ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯼﺪﯿﻠﮐ ﺕﺎﻤﻠﮐ ﺖﯾﺎﻬﻧ ﺭﺩ ﻭ ،else ،ﺰﺟ ﻪﺑ ،ﺪﯿﻨﮐ ﯽﻌﺳ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺎﻄﺧ

TypeError: ﻉﻮﻧ ﺯﺍ ﺖﻨﯾﺍ ﺮﯿﻏ ﺭﺩ ﺍﺭ ﻪﻟﺎﺒﻧﺩ ﻥﺍﻮﺗ ﯽﻤﻧ float [ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﻞﺣ ﯼﺎﻄﺧ] ﺩﺮ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺵﺯﻮﻣﺁ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﺘﺸﻣ ﯼﺪﻨﺑ ﺶﺨﺑ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

TypeError: objectbuildin_function_or_method ﯼﺎﻄﺧ ﺖﺴﯿﻧ ﮎﺍﺮﺘﺷﺍ ﻞﺑﺎﻗ Python [ﺪﺷ ﻞ

Python low() – ﻊﺑﺎﺗ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﮏﯾ ﻥﺩﺮﮐ ﮏﭼﻮﮐ ﻩﻮﺤﻧ tolower ﻝﺩﺎﻌﻣ

TypeError: [ﺪﺷ ﻞﺣ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ] ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ ﻝﻭﮊﺎﻣ ﯽﺷ

ﺭﺍﺰﻓﺍ ﻡﺮﻧ ﻭ ﺲﯾﻭﺮﺳﻭﺮﮑﯿﻣ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﯽﺣﺍﺮﻃ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PostgreSQL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯾﺯﺎﺴﺑ ﺏﻮﯿﺗﻮﯾ ﯼﺎﻫﻮﯾﺪﯾﻭ ﺩﻮﻠﻧﺍﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﻝﺎﺜﻣ ﻭ ﻒﯾﺮﻌﺗ ؟ﺖﺴﯿﭼ ﯼﺍ ﻪﻘﺒﻃ ﯽﻓﺩﺎﺼﺗ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ

3 ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺮﯾﺯ ﺵﺯﻮﻣﺁ – ﻞﻣﺎﺷ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺪﯿﮐﺭﺁ ﮏﺒﺳ ﻪﺑ ﯼﺯﺍﺪﻧﺍﺮﯿﺗ ﯼﺯﺎﺑ ﮏﯾ PyGame ﻭ Python ﺎﺑ

ﺪﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ ﺎﻫ API ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﺭﺎﮐ ﻭ ﺐﺴﮐ ﯼﮋﺗﺍﺮﺘﺳﺍ ﻪﻧﻮﮕﭼ

Qt ﻭ PySide6 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﻪﻌﺳﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺯﺍ ﺹﺎﺧ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﻑﺬﺣ ﻩﻮﺤﻧ

؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ [1-::] ﻭ ﻢﯿﻫﺩ ﺵﺮﺑ ﺍﺭ ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺵﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﮏﯾ ﻂﺧ ﻪﺑ ﻂﺧ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻡﺍﺮﮕﻠﺗ ﺕﺎﺑﺭ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺪﻨﻨﮐ ﻩﺮﯿﺧ QR ﯼﺎﻫﺪﮐ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏﻮﯿﺗﻮﯾ ﺯﺍ MP3 ﺵﺮﺑ ﻭ ﺩﻮﻠﻧﺍﺩ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺳ ﻪﮑﺒﺷ ﺭﺍﺰﺑﺍ – Scapy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

TypeError: ﻉﻮﻧ ﺯﺍ ﺖﻨﯾﺍ ﺮﯿﻏ ﺭﺩ ﺍﺭ ﻪﻟﺎﺒﻧﺩ ﻥﺍﻮﺗ ﯽﻤﻧ float [ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﻞﺣ ﯼﺎﻄﺧ] ﺩﺮ

enumerate() ﺵﺭﺎﻤﺷ ﻝﺎﺜﻣ ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮑﯾﺩ ﻪﺑ ﻥﺩﻭﺰﻓﺍ

Learn to Code RPG ﺖﺳﺍ ﯼﺯﺎﺑ ﻞﺑﺎﻗ ﺪﯾﺪﺟ ﯽﻠﭘ ﻢﯿﮔ ﺎﻫ ﺖﻋﺎﺳ ﺎﺑ ﻥﻮﻨﮐﺍ 1.5 ﻪﺨﺴﻧ

Python join() – ﻢﯿﻨﮐ ﺐﯿﮐﺮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﮏﯾ ﻪﻧﻮﮕﭼ

Call Graph ﻢﯿﻨﮐ ﺪﯿﻟﻮﺗ ﺭﺎﮐﺩﻮﺧ ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ ﺎﻬﻧﺁ ﻪﻧﻮﮕﭼ ﻭ ؟ﺖﺴﯿﭼ

ﺏﻭ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﻭ ﺎﻫ ﻪﻋﻮﻤﺠﻣ - ﺖﺴﯿﻟ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﻋﻮﻤﺠﻣ

()ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻭ ﺩﺭﺍﺩ ﺩﻮﺟﻭ()isFile ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

For ﻪﻘﻠﺣ ﺎﺑ ﻪﺘﮑﯾﺩ ﯼﻭﺭ ﺭﺍﺮﮑﺗ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺍﺮﮑﺗ

ﻢﯿﻨﮐ ﻑﺬﺣ ﺰﯿﻧ ﺍﺭ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﮏﯾ ﻭ ﻢﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻞﯾﺎﻓ ﮏﯾ ﻪﻧﻮﮕﭼ

Flask ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺩ ﻞﯿﻤﯾﺍ ﺪﯿﯾﺄﺗ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

()plt.figsize ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺩﻮﻤﻧ ﻩﺯﺍﺪﻧﺍ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ – Matplotlib ﻞﮑﺷ ﻩﺯﺍﺪﻧﺍ

Dataframe Python Pandas ﻡﺎﻧ ﺮﯿﯿﻐﺗ ﺵﺯﻮﻣﺁ – Pandas ﺭﺩ ﻥﻮﺘﺳ ﮏﯾ ﻡﺎﻧ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ

ﻝﺎﺜﻣ ﯼﻮﺤﻧ ﻪﻘﻠﺣ ﯼﺍﺮﺑ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﻘﻠﺣ ﯼﺍﺮﺑ

ﺖﺴﯿﻟ ﻥﺩﻭﺰﻓﺍ ﺵﺯﻮﻣﺁ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﻩﻮﺤﻧ

ﻪﺘﺷﺭ ﺯﺍ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻑﺬﺣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﺯﺍ ﻑﺬﺣ

Groupby DataFrame Pandas ﺵﻭﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﻤﻧ ﯼﺎﻫ ﺵﻭﺭ ﯼﺍﺮﺑ ﺪﺣﺍﻭ ﯼﺎﻫ ﺖﺴﺗ ﻦﺘﺷﻮﻧ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﺖﺴﯿﻟ ﮏﯾ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻝﻮﻃ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺦﯾﺭﺎﺗ ﻥﺎﻣﺯ ﻪﺑ ﺍﺭ Str ﮏﯾ Strptime ﺎﺑ ﻪﻧﻮﮕﭼ – Datetime ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﺭﺍﺯﺎﺑ ﮏﯾ ﻦﺘﺧﺎﺳ ﺎﺑ ﺍﺭ ﻮﮕﻨﺟ

ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻥﻮﯿﺳﺎﻣﻮﺗﺍ ﯼﺎﻫ ﺖﭙﯾﺮﮑﺳﺍ

Python list.pop() – ﻢﯾﺭﻭﺎﯿﺑ ﻥﻭﺮﯿﺑ ﻪﯾﺍﺭﺁ ﮏﯾ ﺯﺍ ﺍﺭ ﺮﺼﻨﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻪﻘﻠﺣ ﮏﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺎﻫﺎﻤﻧ ﻭ ﺕﺭﺪﻗ ﻊﺑﺎﺗ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺍﻮﺗ

ﻢﯿﻫﺩ ﺵﺍﺮﺧ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺏﻭ ﻪﺤﻔﺻ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

ﺍﺪﺒﻣﻻ ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺱﺎﻨﺷﺎﻧ ﻊﺑﺎﺗ

ﺪﯿﻫﺩ ﻪﻌﺳﻮﺗ MySQL ﻭ Python، Flask ﺎﺑ ﺍﺭ ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺮﺑ ﯽﻨﺘﺒﻣ ﺏﻭ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ

ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ ﮏﯾ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺖﺴﯿﻟ

ﺖﺸﭘ ﮎﻻ ﺎﺑ ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﺵﺯﻮﻣﺁ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮓﻧﻮﭘ ﯽﺴﯾﻮﻧﺪﮐ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ NMF ﻭ SVD ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻉﻮﺿﻮﻣ ﯼﺯﺎﺴﻟﺪﻣ ﺵﺯﻮﻣﺁ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ SQLite ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Python Remove Key from Dictionary – ﺯﺍ ﺍﺭ ﺎﻫﺪﯿﻠﮐ ﻪﻧﻮﮕﭼ Dict ﻢﯿﻨﮐ ﻑﺬﺣ

ValueError: [ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﻞﺣ ﯼﺎﻄﺧ] ﯽﺿﺎﯾﺭ ﻪﻨﻣﺍﺩ ﯼﺎﻄﺧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﮏﯾ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ﺎﯾ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻩﻮﺤﻧ ﻭ – ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﺐﺗﺮﻣ ﺖﺳﺮﻬﻓ

ﻝﺎﺜﻣ ﺎﺑ ﺱﺎﻨﺷﺎﻧ ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺍﺪﺒﻣﻻ ﻊﺑﺍﻮﺗ

ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮑﯾﺩ ﻪﺑ ﻥﺩﻭﺰﻓﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ CSV ﻞﯾﺎﻓ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

(ﭗﻤﺸﻫ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮑﯾﺩ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ

Python RegEx – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻢﻈﻨﻣ ﺕﺭﺎﺒﻋ ﮏﯾ ﻥﺩﺮﮐ ﺩﺭﺍﻭ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﺴﮐﺍ ﻒﯾﺎﻇﻭ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﻩﻮﺤﻧ

++C ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯽﻧﺎﻣﺯ ﯽﮔﺪﯿﭽﯿﭘ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻢﯿﻨﮐ ﮓﻨﻫﺎﻤﻫ ﯽﭼﺎﭘﺁ ﯼﺍﻮﻫ ﻥﺎﯾﺮﺟ ﺎﺑ ﺍﺭ ETL ﻩﺩﺍﺩ ﻪﻟﻮﻟ ﻂﺧ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻥﺁ ﯼﺮﯿﮔﺩﺎﯾ ﻪﺑ ﻉﻭﺮﺷ ﻪﻧﻮﮕﭼ ﻭ – ﺖﺳﺍ ﺏﻮﺧ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺍﺮﭼ

ﯽﯾﺎﻬﺘﻧﺍ ﺪﯿﻔﺳ ﯼﺎﻀﻓ ﻑﺬﺣ ﻩﻮﺤﻧ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺵﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺍﻮﺗ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻭ ﻒﯾﺮﻌﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ PDF ﯼﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﺎﻫ ﻩﺩﺍﺩ ﺝﺍﺮﺨﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ SQL ﯼﺎﻫﻮﺟ ﻭ ﺱﺮﭘ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﻭ ﺖﺴﺗ ﻩﻮﺤﻧ

elif ﻭ if، else ﺯﺍ ﯽﯾﺎﻫ ﻪﻧﻮﻤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻃﺮﺷ ﺕﺍﺭﺎﺒﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﻘﻠﺣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

SQL ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻒﯾﺎﻇﻭ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

Python Iterate Over Dictionary – ﻢﯿﻧﺰﺑ ﻪﻘﻠﺣ ﻪﺘﮑﯾﺩ ﻖﯾﺮﻃ ﺯﺍ ﻪﻧﻮﮕﭼ

ﺎﻬﻧﺁ ﻊﻓﺭ ﻩﻮﺤﻧ ﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺞﯾﺍﺭ ﯼﺎﻫﺎﻄﺧ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺭﻭﺎﻨﺷ ﮏﯾ ﻥﺩﺮﮐ ﺩﺮﮔ ﻩﻮﺤﻧ –()s roundﺍﺪﻧﺎﭘ ﺵﻭﺭ

pandas.DataFrame.sort_values - ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺮﯾﺩﺎﻘﻣ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻩﻮﺤﻧ

Matplotlib ﺭﺩ ﻂﺧ ﮓﻧﺭ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ – ﮓﻧﺭ ﻥﺩﻭﺰﻓﺍ Matplotlib

ﻢﯾﺯﺎﺴﺑ ﺎﻣﺩ ﻝﺪﺒﻣ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

Matplotlib ﺭﺩ Legend ﺖﻧﻮﻓ ﻩﺯﺍﺪﻧﺍ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ

Matplotlib ﺭﺩ ﺮﮕﻧﺎﺸﻧ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ - Matplotlib ﺮﮕﻧﺎﺸﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺭﺩ ﻝﻭﺍﺪﺟ ﯼﺭﺎﮑﺘﺳﺩ ﻭ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺎﻫ ﺖﺴﯿﻟ ﻡﺎﻏﺩﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﻪﺑ ﻦﺘﺳﻮﯿﭘ

Python ﻭ Pip ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﻩﻮﺤﻧ ﻭ – Pip ﺎﻘﺗﺭﺍ

ﻢﯿﻨﮐ ﭖﺎﭼ-ﺰﺟ ﻪﺑ-ﻢﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺍﺭ ﺎﻄﺧ ﮏﯾ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﯼﺎﻨﺜﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺯﺍ ﯼﺮﯿﮔ ﻥﺎﺒﯿﺘﺸﭘ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﻩﻮﺤﻧ

ﺖﺳﺮﻬﻓ ﺭﺩ ﺍﺪﺒﻣﻻ ﯼﺯﺎﺳﺐﺗﺮﻣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺒﻣﻻ ﯼﺯﺎﺳﺐﺗﺮﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺯﺍ ﺭﺎﮐﺩﻮﺧ ﺕﺎﺷﺭﺍﺰﮔ ﺪﯿﻟﻮﺗ ﻩﻮﺤﻧ

Lambda Expression ﺭﺩ RegEx ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – Python RegEx ﺵﺯﻮﻣﺁ

range() Python ﻊﺑﺎﺗ ﻝﺎﺜﻣ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﺪﮐ ﯼﺎﻫﻪﻧﻮﻤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ ﯼﺎﻫﻝﺎﺜﻣ

ﻢﯿﻨﮐ ﻒﯾﺮﻌﺗ ﺍﺭ ﻮﮕﻨﺟ ﯼﺎﻫ ﻝﺪﻣ ﻦﯿﺑ ﻂﺑﺍﻭﺭ ﻪﻧﻮﮕﭼ

List Flatten ﻥﻮﺘﯾﺎﭘ ﺭﺩ – Flattening Nested Lists

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺮﻣﺮﻔﺘﻠﭘ ﯼﺯﺎﺑ ﮏﯾ

ﻥﺎﯾﺪﺘﺒﻣ ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ - ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺮﯿﻐﺘﻣ

ﺪﯾﺪﺟ ﻂﺧ ﮏﯾ ﭖﺎﭼ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯾﺪﺟ ﻂﺧ ﭖﺎﭼ

ﻪﺷﻮﭘ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺩﺎﺠﯾﺍ

Python Remove from List – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﻢﺘﯾﺁ ﮏﯾ ﻑﺬﺣ ﻩﻮﺤﻧ

Dataframe ﻪﺑ CSV – ﺕﺍﺭﺩﺎﺻ ﺎﺑ ﺍﺪﻧﺎﭘ ﻩﺩﺍﺩ ﯼﺎﻫ ﻢﯾﺮﻓ ﻩﺮﯿﺧﺫ ﻩﻮﺤﻧ

ﻢﯾﺮﻓﺎﺘﯾﺩ ﺯﺍ ﺎﻫ ﻥﻮﺘﺳ ﻑﺬﺣ ﻩﻮﺤﻧ – ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﻥﻮﺘﺳ ﻥﺩﺮﮐ ﺎﻫﺭ

Python Get Current Directory – Print Working Directory PWD Equivalent

ﺪﯿﻧﺰﺑ ﻪﻘﻠﺣ Dataframe ﮏﯾ ﻖﯾﺮﻃ ﺯﺍ - ﻢﯿﻨﮐ ﺭﺍﺮﮑﺗ ﺎﻫ ﻒﯾﺩﺭ ﯼﻭﺭ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﻟﻮﮐ ﻭﺩ ﯼﺍﺮﺑ ﺭﻮﺗﺍﺮﭘﺍ ﯽﻨﻌﻣ ؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ::

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺮﺛﻮﻣ ﯼﻮﺠﺘﺴﺟ ﻩﻮﺤﻧ

Int Max ﺢﯿﺤﺻ ﻩﺯﺍﺪﻧﺍ ﺮﺜﮐﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻪﺘﺷﺭ ﻪﺑ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ – str() Python ﻊﺑﺎﺗ

ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﻮﻫ ﻭ ﺏﺁ ﯽﻨﯿﺑ ﺶﯿﭘ ﻢﺘﺴﯿﺳ ﮏﯾ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﺎﯾ ﺖﺴﯿﻟ ﻪﺑ ﻪﺘﺷﺭ ﻢﯿﺴﻘﺗ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻢﯿﺴﻘﺗ ﻪﺘﺷﺭ

ﺎﻫﺍﺪﻧﺎﭘ ﻭ ﻥﻮﺘﯾﺎﭘ ﻦﯿﺑ ﺕﻭﺎﻔﺗ - ﺎﻫﺍﺪﻧﺎﭘ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

ﺮﻌﺷ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺴﺑ ﺭﺎﺸﺘﻧﺍ ﻭ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﻝﺩﺎﻌﻣ()IndexOf ﺖﺳﺮﻬﻓ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮏﯾ ﯼﺎﻫ ﺺﺧﺎﺷ

ﺪﻧﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ ﻪﮐ ﯽﯾﺎﻫ ﺲﯾﺮﺗﺎﻣ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻌﺑ ﺪﻨﭼ ﯼﺎﻫ ﻪﯾﺍﺭﺁ

Conda Remove Environment – ﮏﯾ ﻪﻧﻮﮕﭼ Env ﻢﯿﻨﮐ ﻑﺬﺣ ﺍﺭ

ﻢﯾﺯﺎﺴﺑ ﺯﺭﺍ ﻝﺪﺒﻣ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﮏﯾ Tkinter ﺎﺑ ﻪﻧﻮﮕﭼ

Bytestring ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ – ﻪﺘﺷﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﯾﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺸﮔﺮﺑ ﻭ ﻪﯾﺍﺭﺁ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

ﺎﻫ ﻪﺷﻮﭘ ﻭ ﺎﻫ ﻞﯾﺎﻓ ﻑﺬﺣ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻞﯾﺎﻓ ﻑﺬﺣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﯼﺎﺒﯾﺯ ﭖﺎﭼ ﻩﻮﺤﻧ

ModuleNotFoundError: ﺖﺳﺍﻮﺧﺭﺩ» ﻡﺎﻧ ﺎﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ» [ﺭﺩ ﻩﺪﺷ ﻞﺣ Python Django]

ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﯼﺎﻫ ﻪﻧﻮﻤﻧ + ﺮﮕﻠﻤﻋ ﯽﻨﻌﻣ ؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ $

ﺖﺳﺍ ﯽﻟﺎﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ – Empty() ﻥﻮﺘﯾﺎﭘ ﻝﺩﺎﻌﻣ

ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻪﻠﺌﺴﻣ ﻞﺣ ﯼﺍﺮﺑ ﯽﺘﮐﺭﺎﺸﻣ ﺩﺮﮑﯾﻭﺭ ﮏﯾ ﺯﺍ ﻪﻧﻮﮕﭼ – ﺲﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺎﺑ ﻪﺒﺣﺎﺼﻣ

ﺮﮕﯾﺩ ﯽﺘﺳﺮﻬﻓ ﺭﺩ ﺎﻫ ﻞﯾﺎﻓ ﻥﺩﺮﮐ ﯽﭙﮐ – ﻥﻮﺘﯾﺎﭘ ﯽﭙﮐ ﻞﯾﺎﻓ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ - Matplotlib ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﺪﯿﻫﺩ ﺶﯾﺍﺰﻓﺍ ﺍﺭ ﺩﻮﺧ ﻪﻌﻟﺎﻄﻣ ،ﯽﺗ ﯽﭘ ﯽﺟ ﺖﭼ ﻭ ﯽﮑﻧﺍ ،ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻃﺮﺷ ﯼﺎﻫﺮﮕﻠﻤﻋ – ﻥﻮﺘﯾﺎﭘ ﯽﯾﺎﺗ ﻪﺳ ﺮﮕﻠﻤﻋ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Web Scraping ﯼﺍﺮﺑ Scrapy ﺯﺍ

ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ ﺩﺭﺍﻭﺭﺎﻫ ﻩﺎﮕﺸﻧﺍﺩ ﺯﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ

ﻢﯾﺯﺎﺴﺑ ﺩﻮﺧ ﺪﮐ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺍﺮﺑ ﺱﺮﺘﺳﺍ ﺖﺴﺗ ﺭﺍﺰﺑﺍ ﮏﯾ ﻪﻧﻮﮕﭼ

YOLOv8 ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﺭﺩ ءﺎﯿﺷﺍ ﺺﯿﺨﺸﺗ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺎﻫ ﻪﺘﺷﺭ ﻪﯾﺰﺠﺗ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﯾﺰﺠﺗ ﻩﻮﺤﻧ

xor.py – ﺭﻮﺗﺍﺮﭘﺍ Python XOR ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮑﯾﺩ ﻭﺩ ﻡﺎﻏﺩﺍ – ﻥﻮﺘﯾﺎﭘ ﻡﺎﻏﺩﺍ ﯼﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ

ﻝﺎﻨﯿﻣﺮﺗ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ ﺯﺍ ﺝﻭﺮﺧ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻥﺎﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻢﯾﺮﻓﺎﺘﯾﺩ ﮏﯾ ﺭﺩ ﺍﺭ ﺎﻫﻒﯾﺩﺭ ﺩﺍﺪﻌﺗ ﻪﻧﻮﮕﭼ – ﺎﻫﺍﺪﻧﺎﭘ ﯼﺎﻫﻒﯾﺩﺭ ﺩﺍ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮐﻮﺳ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﺎﻫﺪﯿﻠﮐ ﺎﺑ ﺍﺭ ﺖﮑﯾﺩ ﮏﯾ ﻪﻧﻮﮕﭼ – ﺪﯿﻠﮐ ﺱﺎﺳﺍ ﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﯼﺮﻨﺸﮑﯾﺩ

ﻪﻣﺎﻧﺮﺑ ﻒﻗﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺝﻭﺮﺧ ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺝﻭﺮﺧ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺭﻮﺗﺍﺭﻮﮐﺩ

ImportError: ﯽﻤﻧﺯﺍ ﺍﺭ «ﯼﺭﺎﺒﺟﺍ ﻦﺘﻣ» ﻡﺎﻧ ﻥﺍﻮﺗ «django.utils.encoding» [ﺪﺷ ﻞ

ﺩﺭﺍﺩ ﺪﯿﻠﮐ Python Dict – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺪﯿﻠﮐ ﺩﻮﺟﻭ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻦﺘﺧﺎﺳ ﺎﺑ ﺍﺭ ﻮﮕﻨﺟ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ

ﻮﮕﻨﺟ ﺭﺩ ﮏﯾ ﻪﺑ ﺪﻨﭼ ﻂﺑﺍﻭﺭ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﯽﺟﺭﺎﺧ ﺪﯿﻠﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﺤﻣ ﯼﺎﻫ ﻞﯾﺎﻓ ﻥﺩﺮﮐ ﺩﺭﺍﻭ – ﻞﯾﺎﻓ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﻥﺩﺮﮐ ﺩﺭﺍﻭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ – ﻪﺘﺷﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ

ﻢﯾﺯﺎﺴﺑ ﯽﻔﯾﺩﺭ ﺯﺎﺳ ﺖﺴﯿﻟ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺲﮐﻮﻨﯿﻟ ﻭ ﺯﻭﺪﻨﯾﻭ ،ﮏﻣ ﺭﺩ Py ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ – ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ

Python Env Vars – ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﯿﺤﻣ ﺮﯿﻐﺘﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

NLP ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﺍﻮﻣ ﯼﺍﺮﺑ spaCy ﯼﺎﻫﻝﺪﻣ ﻖﯿﻗﺩ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯽﻧﺎﻣﺯ ﯽﮔﺪﯿﭽﯿﭘ ﻭ ﻢﺘﯾﺭﻮﮕﻟﺍ – ﯼﺮﻨﯾﺎﺑ ﯼﻮﺠﺘﺴﺟ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ﻪﯾﺍﺭﺁ ﯼﺎﻫ ﺵﻭﺭ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﯾﺍﺭﺁ ﺭﺎﮐ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻮﯾﺩﻮﺘﺳﺍ ﻝﺍﻭﮋﯾﻭ ﺪﮐ ﯼﺪﻨﺑﺮﮑﯿﭘ ﻩﻮﺤﻧ

Coverage ﻭ SonarQube، Pytest ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻮﮕﻨﺟ ﺪﮐ ﺖﯿﻔﯿﮐ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ PDF ﻞﯾﺎﻓ ﮏﯾ ﻪﺑ ﺍﺭ ﺮﯾﻮﺼﺗ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ – ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ

ﺎﻫAPI ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﺶﯾﺎﻣﺯﺁ ،ﻪﻌﺳﻮﺗ ﻩﻮﺤﻧ – FastAPI ﯼﺎﻤﻨﻫﺍﺭ ﻪﭽﺑﺎﺘﮐ

RabbitMQ ﻪﻧﻮﻤﻧ ﮏﯾ ﺭﺩ ﯼﺯﺎﺠﻣ ﻥﺎﺑﺰﯿﻣ ﻦﯾﺪﻨﭼ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﻌﻣﺎﻧ ﻭ ﻦﯿﻌﻣ ﻝﺍﺮﮕﺘﻧﺍ ﻪﺒﺳﺎﺤﻣ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺍﺮﮑﺗ ﺮﯿﻏ ﻡﻼﻗﺍ ﻩﺮﯿﺧﺫ ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﺭﺎﺘﺧﺎﺳ ﻦﯾﺮﺘﻬﺑ

ﺭﺪﻧﺭ ﺭﺩ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺍﺮﻘﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻦﯾﺮﻤﺗ ﯽﺴﮐ ﻪﺑ ﻥﺪﻧﺎﺳﺭ ﺐﯿﺳﺁ ﻥﻭﺪﺑ ﺍﺭ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ – ScrapePark.org ﯽﻓﺮﻌﻣ

ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻝﺎﺜﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﮓﻧﻮﭘ :ﯼﺪﺘﺒﻣ ﻥﻮﺘﯾﺎﭘ ﺵﺯﻮﻣﺁ

ﻢﯾﺯﺎﺴﺑ ﻦﻣﺍ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﻧﻮﮕﭼ – ﻮﮕﻨﺟ ﺭﺩ ﺏﻭ ﺖﯿﻨﻣﺍ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻩﺩﺎﺳ ﯽﺴﯿﻠﮕﻧﺍ ﻥﺎﺑﺯ ﻪﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

Python Requirements.txt – ﻭ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ Pip Install Requirements.txt ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﯽﻌﻄﻗ ﯼﺎﻤﻨﻫﺍﺭ - AWS Lambda ﺭﺩ S3 ﻞﻄﺳ ﺯﺍ CSV ﻞﯾﺎﻓ ﮏﯾ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﻮﻣ ﻝﺎﺜﻣ ﺎﺑ - ﺕﺎﻧﻭﺩ ﻝﺪﻣ ﻖﯿﻗﺩ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺪﻨﮐ ﯽﻣ ﺩﻭﺪﺴﻣ ﺍﺭ ﻩﺍﺭ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻪﮐ ﯽﻧﺎﻣﺯ ﻪﻣﺎﻧﺮﺑ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻊﺑﺎﺗ ﮏﯾ ﺯﺍ ﺞﯾﺎﺘﻧ ﻥﺪﻧﺍﺩﺮ

ﻥﻮﺘﯾﺎﭘ ﯽﺗﺎﻣﺪﻘﻣ ﻩﺭﻭﺩ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺪﯿﻠﻘﺗ ﺵﺯﻮﻣﺁ ﺎﺑ ﺍﺪﺘﺑﺍ ﺯﺍ ﯼﺯﺎﺑﺩﻮﺧ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﺞﻧﺮﻄﺷ ﺭﻮﺗﻮﻣ ﮏﯾ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻩﺩﺎﺳ ﯽﺴﯿﻠﮕﻧﺍ ﻥﺎﺑﺯ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺖﺳﺮﻬﻓ ﯼﺎﻫ ﺵﻭﺭ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻨﯿﻣﺯ ﻥﺍﺮﯾﺪﻣ

Pytest ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻗﻮﻣ ﺮﯿﻐﺘﻣ ﻥﻭﺪﺑ ﺮﯿﻐﺘﻣ ﻭﺩ ﺮﯾﺩﺎﻘﻣ ﺾﯾﻮﻌﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺪﮐ ﻪﻧﻮﻤﻧ ﻭ ﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ،ﯼﺪﯿﻠﮐ ﻢﯿﻫﺎﻔﻣ – ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﻮﺻﺍ ﯼﺎﻤﻨﻫﺍﺭ ﻪﭽ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻤﺘﯾﺭﻮﮕﻟﺍ ﺕﺭﺎﺠﺗ ﺵﺯﻮﻣﺁ

ﻡﺎﮔ ﻪﺑ ﻡﺎﮔ ﯼﺎﻤﻨﻫﺍﺭ – ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﯿﻤﯾﺍ ﯼﺎﻫ ﺵﺭﺍﺰﮔ ﻭ ﺎﻫ ﻩﺩﺍﺩ ﺕﺍﺭﺩﺎﺻ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﻩﻮﺤ

Tkinter ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺪﯿﻔﺳ ﻪﺘﺨﺗ ﻦﺸﯿﮑﯿﻠﭘﺍ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﮏﺳﺎﻣ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ Segment Anything (SAM) ﻝﺪﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﯼﺯﺎﺳ ﯽﻣﻮﺑ ﺍﺭ ﺩﻮﺧ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﻪﻧﻮﮕﭼ

v20 ﺕﺎﺑﺭ-ﻡﺍﺮﮕﻠﺗ-ﻥﻮﺘﯾﺎﭘ Webhook ﮏﯾ ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﺎﻬﻧﺁ ﺭﺎﮐ ﻩﻮﺤﻧ ﻭ ﻝﻭﺍﺪﺘﻣ ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﺍﻮﻣ – ﻮﮕﻨﺟ ﻝﺪﻣ ﯼﺎﻫﺪﻠﯿﻓ

ﺩﻮﺧ Flask ﻪﻣﺎﻧﺮﺑ ﺭﺩ Google Authenticator ﻭ PyOTP ﺎﺑ ﯼﺍ ﻪﻠﺣﺮﻣ ﻭﺩ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﯼﺍﺮ

Python One-Liners ﯽﻧﺪﻧﺍﻮﺧ ﻭ ﻩﺩﺎﺳ ﯼﺎﻫﺪﮐ ﻦﺘﺷﻮﻧ ﻪﺑ ﮏﻤﮐ ﯼﺍﺮﺑ

ﻢﯾﺯﺎﺴﺑ ﯽﺘﮐﺭﺎﺸﻣ ﺮﺘﻠﯿﻓ ﺱﺎﺳﺍ ﺮﺑ ﻢﻠﯿﻓ ﻪﯿﺻﻮﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﺮﺘﻬﺑ ﯼﺰﯿﭼ ﻪﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ – ﻥﻮﺘﯾﺎﭘ ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﺍﻮﻣ

Flask ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﻦﻣﺍ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﯼﺍﺮﺑ JSON ﺏﻭ ﯼﺎﻫﺰﻣﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ DefaultDict ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻡﺩﺮﮐ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺍﺭ ﺖﯿﺘﺳﺍ ﺮﯾﺎﭙﻣﺍ ﯼﺍﺮﺟﺍ ﺩﺮﮑﻠﻤﻋ ﻪﻧﻮﮕﭼ - ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤ

ﮏﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺐﺼﻧ ﻩﻮﺤﻧ

ﺪﮐ ﻪﻧﻮﻤﻧ ﻭ ﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ - ﺪﯿﻨﮐ ﻦﻤﯾﺍ ﺍﺭ ﺩﻮﺧ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﻪﻧﻮﮕﭼ

[ﻞﻣﺎﮐ ﺏﺎﺘﮐ] ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﯼﺭﺎﺠﺗ ﺵﻮﻫ - ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺩﺮﺑﺭﺎﮐ ﻩﺩﺍﺩ ﻢﻠﻋ

ﺕﺎﺤﯿﺿﻮﺗ ﻭ ﺪﮐ – ﯼﺪﺘﺒﻣ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧﺪﮐ ﯼﺎﻫ ﺶﻟﺎﭼ

ﺖﺴﺗ ﺪﮐ ﻪﻧﻮﻤﻧ ﺎﺑ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﺣﺍﻭ ﯼﺎﻫ ﺖﺴﺗ ﻦﺘﺷﻮﻧ ﻩﻮﺤﻧ

macOS ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺐﺼﻧ ﺞﯾﺍﺭ ﯼﺎﻫﺎﻄﺧ ﻊﻓﺭ ﻩﻮﺤﻧ

Python ﺎﺑ ﯽﻠﻤﻋ ﯼﺎﻫ ﻩﮊﻭﺮﭘ - ﺪﯾﺯﻮﻣﺎﯿﺑ ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﺍﺭ EDA، ﺖﺴﺗ AB ﯼﺭﺎﺠﺗ ﺵﻮﻫ ﻭ

ﺶﻫﺎﮐ ﻭ ﺮﺘﻠﯿﻓ ،ﻪﺸﻘﻧ ﺎﺑ ﺍﺪﺒﻣﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺒﻣﻻ ﻊﺑﺍﻮﺗ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ - ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ ﺰﻟﻮﮑﺳﺍ ﮏﻠﺑ ﻪﻟﺩﺎﻌﻣ

ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﯿﻠﮐ ﯼﺎﻫﺎﻄﺧ ﺖﯾﺮﯾﺪﻣ ﻩﻮﺤﻧ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺪﺷ ﻪﺘﺴﺑ ﻭ ﺮﺗﻻﺎﺑ ﻪﺟﺭﺩ ﻊﺑﺍﻮﺗ ،ﮏﯾ ﻪﺟﺭﺩ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺭﻮﺗﺍﺭﻮﮐﺩ

؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ ﻥﻮﺘﯾﺎﭘ For-Else ﻪﻘﻠﺣ ﺭﺎﺘﺧﺎﺳ

PySpark ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﻩﻮﺤﻧ – ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ Apache Spark ﻭ Python

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ ؟ﺖﺴﯿﭼ ﻑﻮﮐﺭﺎﻣ ﺮﯿﺠﻧﺯ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﺮﭙﯾﺮﮑﺳﺍ ﺏﻭ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻪﻧﻮﮕﭼ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﯼﺎﻫ ﻝﺎﺜﻣ ﺎﺑ – ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺪﻟﻮﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺳ ﻪﯿﺒﺷ ﺎﺑ ﺍﺭ ﻩﺪﻨﯾﺁ ﻪﻧﻮﮕﭼ ؟ﺖﺴﯿﭼ ﻮﻟﺭﺎﮐ ﺖﻧﻮﻣ ﯼﺎﻫ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺪﮐ ﻪﻧﻮﻤﻧ ﺎﺑ - ﻢﯾﺯﺎﺴﺑ ﯽﻣﻮﺘﻧﺍﻮﮐ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﻩﺩﺎﺳ ﺪﮐ ﻪﻧﻮﻤﻧ - ﻢﯾﺯﺎﺴﺑ ﺮﯿﺴﻔﺗ ﻞﺑﺎﻗ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﺪﮐ ﻝﺎﺜﻣ ﺎﺑ ؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ ﺖﺸﮔﺯﺎﺑ

Lazy Evaluation ؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﺎﻤﺷ ﺪﮐ ﯼﺍﺮﺑ ﺪﺣﺍﻭ ﯼﺎﻫ ﺖﺴﺗ ﻦﺘﺷﻮﻧ :ﻥﻮﺘﯾﺎﭘ ﺖﺴﺗ ﺪﺣﺍﻭ

ﻊﻣﺎﺟ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻟﺎﺒﻧﺩ

ﺪﯿﺴﯾﻮﻨﺑ ChatGPT ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯼﺍﺮﺑ ﺪﺣﺍﻭ ﯼﺎﻫ ﺖﺴﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ F ﯼﺎﻫ ﻪﺘﺷﺭ ﺭﺩ ﺎﻫﺭﻭﺎﻨﺷ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ WAV ﯼﺎﻫ ﻞﯾﺎﻓ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﻭ ﺐﺼﻧ pipx ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ

Pydantic: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﯼﺯﺎﺳ ﻩﺩﺎﺳ

ﯽﯾﺎﻀﻓ ﻥﺎﻤﺟﺎﻬﻣ ﻥﻮﻠﮐ :ﻥﻮﺘﯾﺎﭘ ﺖﺸﭘ ﮎﻻ ﯼﺯﺎﺑ ﺖﺧﺎﺳ

ﺪﯾﺯﺎﺴﺑ LLM RAG ﺕﺎﺑﺭ ﺖﭼ ﮏﯾ LangChain ﺎﺑ

Seaborn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

Model-View-Controller (MVC) ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ :ﻥﻮﺘﯾﺎﭘ ﺏﻭ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺭﺩ Lego

__all__ ﻪﺘﺴﺑ :ﻥﻮﺘﯾﺎﭘﻝﻭﮊﺎﻣ ،ﺎﻫﯽﺸﺣﻭ ﺕﺍﺩﺭﺍﻭ ﻭ ﺎﻫ

ﺐﺗﺮﻣ ﯼﺎﻫ ﻪﺘﺷﺭ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺐﻟﺎﻗ ﻥﺎﺑﺯ ﯽﻨﯿﻣ

ﺪﯾﻮﺷ ﺮﺗ ﻖﯿﻤﻋ ﻥﻮﺘﯾﺎﭘ ﺮﻣﺍﺮﮔ ﺭﺩ :BNF ﺩﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯿﻠﮐ ﻪﺤﻔﺻ ﺯﺍ ﺮﺑﺭﺎﮐ ﯼﺩﻭﺭﻭ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

ﻩﺪﺷ ﺍﺪﺟ ﻭ ﺮﯾﺬﭘ ﻑﺎﻄﻌﻧﺍ ﺪﮐ ﻦﺘﺷﻮﻧ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﺩﺭﺍ ﭗﯾﺎﺗ

ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﻡﺎﺧ ﯼﺎﻫ ﻪﺘﺷﺭ

while ﯼﺎﻫ ﻪﻘﻠﺣ - ﻥﻮﺘﯾﺎﭘ

ﻮﺗ ﺭﺩ ﻮﺗ ﯼﺎﻫ ﻪﻣﺎﻧ ﺖﻐﻟ - ﻥﻮﺘﯾﺎﭘ

؟ﻡﺯﺎﺴﺑ ﯼﺯﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻢﻧﺍﻮﺗ ﯽﻣ ﺎﯾﺁ

؟ﺍﺮﭼ ؟ﻢﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻦﯿﻟﻭﺍ ﻥﺍﻮﻨﻋ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻢﻧﺍﻮﺗ ﯽﻣ ﺎﯾﺁ

torch.argmax ﺭﺩ ﯼﺪﻌﺑ 4 ﯼﺍﺮﺑ ﻪﻧﻮﮕﭼ Pytorch ؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ

blobFromImage OpenCV ؟ﺪﻨﮐ ﯽﻣ ﺭﺎﮐ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ MongoDB ﺭﺩ ﯼﺍ ﻪﻋﻮﻤﺠﻣ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺖﺷﺍﺩ ﯽﺳﺮﺘﺳﺩ ﻥﻮﺘﺳ ﻂﺳﻮﺗ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﺑ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﻝﺎﻌﻓ ﺪﯿﻠﮐ ﻪﺤﻔﺻ ﯽﻓﺎﺤﺻ ﺎﯾ ﺮﺒﻧﺎﯿﻣ ﺎﺑ ﺍﺭ Tkinter ﺭﺍﺰﺑﺍ ﺭﺍﻮﻧ ﻭ ﻮﻨﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ NumPy ﻪﯾﺍﺭﺁ ﻑﺍﺮﻃﺍ ﺭﺩ ﻪﯿﺷﺎﺣ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Matplotlib ﺭﺩ ﺍﺭ ﻪﻧﺎﺴﻓﺍ ﯼﺎﻫ ﯼﺩﻭﺭﻭ ﻦﯿﺑ ﯼﺩﻮﻤﻋ ﻪﻠﺻﺎﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺐﺼﻧ ﺲﮐﻮﻨﯿﻟ ﯼﻭﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ ﺍﺭ Setuptools ﻪﻧﻮﮕﭼ

؟ﺩﺍﺩ ﻥﺎﺸﻧ ﯽﻧﺎﯿﺑ ﺭﺍﺩﻮﻤﻧ ﺎﺑ ﯽﯾﺎﭘﺩﺭ ﮏﺗ ﯽﮔﺪﻨﮐﺍﺮﭘ ﺭﺩ ﺍﺭ ﻪﻧﺎﺴﻓﺍ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺴﺑ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﺲﮐﻮﻨﯿﻟ ﺭﺩ PIP ﺐﺼﻧ

ﻥﻮﺘﯿﭘﻮﯿﺑ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﮐﻮﺑ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

Bottle Web Framework - Python ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺍﺮﺑ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Chempy ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

CherryPy ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

Confluent ﯼﺎﮑﻓﺎﮐ ﻥﻮﺘﯾﺎﭘ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺵﺩ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Dask ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Dynamic CLI ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﯿﻠﮐ ﺕﺎﻤﻠﮐ ﻝﻭﮊﺎﻣ

ﺪﯿﺸﮑﺑ ﻡﺎﻧ ﺎﺑ ﺍﺭ ﺪﻨﯾﺁﺮﻓ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Kivy - ﺩﺍﻮﻣ ﯽﺣﺍﺮﻃ ﻥﻮﮑﯾﺁ ﻪﻤﮐﺩ

Kivy - ﻞﯾﺎﺑﻮﻣ ﻦﺸﯿﮑﯿﻠﭘﺍ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺏﻮﭼﺭﺎﭼ

ﺥﻮﮐ ﻑﺮﺑ ﻪﻧﺍﺩ ﺎﯾ ﺥﻮﮐ ﯽﻨﺤﻨﻣ

(KS ﺖﺴﺗ) ﻑﻮﻧﺮﯿﻤﺳﺍ-ﻑﻭﺮﮔﻮﻤﻟﻮﮐ ﻥﻮﻣﺯﺁ

GTK+ 3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺐﺴﭼﺮﺑ

Pandas DataFrame ﺭﺩ ﺐﺴﭼﺮﺑ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺯﺎﺳ ﻪﯾﺎﻤﻧ

ﺱﺎﺗﻮﻫﺎﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﯼﺭﺍﺬﮔ ﺐﺴﭼﺮﺑ ﺮﯾﻮﺼﺗ ﻊﺑﺎﺗ

ﻪﮐﻮﺑ ﺭﺩ ﺎﻫ ﺐﺴﭼﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ else ﻥﻭﺪﺑ ﺎﻣﺍ if ﺎﺑ ﺍﺪﺒﻣﻻ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Matplotlib ﺭﺩ ﯽﻋﺮﻓ ﯼﺎﻫ ﺡﺮﻃ ﻪﻤﻫ ﯼﺍﺮﺑ ﺍﺭ ﯽﻠﺻﺍ ﻥﺍﻮﻨﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺎﺑﺯ ﺺﯿﺨﺸﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Google API ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﺎﺑﺯ ﻢﺟﺮﺘﻣ

ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺖﯾﺎﺳ ﺏﻭ URL ﺮﺒﻧﺎﯿﻣ

؟ﻢﯾﺭﺬﮕﺑ Numpy ﻪﯾﺍﺭﺁ ﻡﺍ N ﺮﻫ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ AWS EC2 ﻪﻧﻮﻤﻧ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ

؟ﻢﯿﻨﮐ ﺐﺗﺮﻣ PySpark ﺭﺩ ﺭﺍﺪﻘﻣ ﺱﺎﺳﺍ ﺮﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﺒﻨﺗ ﺕﺍﺩﺭﺍﻭ

؟ﻢﯿﻨﮐ ﻮﺠﺘﺴﺟ Pandas DataFrame ﻒﯾﺩﺭ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯼﺮﯿﮔﺩﺎﯾ ﯼﺭﺍﺩﺮﺑ ﻥﻮﯿﺳﺍﺰﯿﺘﻧﺍﻮﮐ

Ledoit-Wolf ﺩﺭﻭﺁﺮﺑ ﻞﺑﺎﻘﻣ ﺭﺩ OAS ﺭﺩ Scikit Learn

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Jupyter ﺭﺩ ﺍﺭ ﯽﯾﻮﺸﮐ ﺖﺠﯾﻭ ﺮﻫ ﺯﺍﺮﺗ ﻪﻧﻮﮕﭼ

ﺪﯾﺭﻭﺁ ﺖﺳﺪﺑ ﺍﺭ ﯽﻓﺩﺎﺼﺗ ﻩﺩﻭﺪﺤﻣ ﻦﯿﮕﻧﺎﯿﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

؟ﻢﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﺍﺭ Conda ﻂﯿﺤﻣ Jupyter Notebook ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Tkinter ﺭﺩ ﻦﺘﻣ ﺖﺠﯾﻭ ﺭﺩ ﺍﺭ ﻪﮔﺮﺑ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﻢﯿﻈﻨﺗ Seaborn ﺡﺮﻃ ﺭﺩ ﺍﺭ ﺭﻮﺤﻣ ﯼﺎﻫ ﺖﯾﺩﻭﺪﺤﻣ ﻭ ﺎﻫ ﺐﺴﭼﺮﺑ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ ﺍﺭ Bokeh Axis Limits ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﺮﺑ ﻩﺩﺍﺩ ﻒﯾﺩﺭ ﻭﺩ ﺭﺩ ﺍﺭ PySpark ﻢﯾﺮﻓﺎﺘﯾﺩ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ PySpark ﺭﺩ ﻢﯾﺮﻓﺎﺘﯾﺩ ﮏﯾ ﺯﺍ ﺍﺭ ﺎﻫ ﻒﯾﺩﺭ ﺯﺍ ﯼﺍ ﻩﺩﻭﺪﺤﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺎﻫ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Camel Case ﻪﺑ Snake Case ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺲﯾﺮﺗﺎﻣ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﻠﯿﻓ ﻩﺩﻭﺪﺤﻣ ﻝﻮﻃ ﯼﺎﻫ ﻞﭘﺎﺗ

ﺪﯿﻨﮐ ﺮﺘﻠﯿﻓ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺵﺯﺭﺍ ﯼﺎﻫ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﺐﯾﺮﻏ ﻭ ﺐﯿﺠﻋ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﺮﺘﻠﯿﻓ ﺪﻧﻮﺷ ﯽﻣ ﻉﻭﺮﺷ ﺺﺨﺸﻣ ﺪﻧﻮﺸﯿﭘ ﮏﯾ ﺎﺑ ﻪﮐ ﺍﺭ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺮﯿﻏ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺎﻫﺪﯿﻠﮐ ﻥﺩﺮﮐ ﺮﺘﻠﯿﻓ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺍﺭ ﮒﺭﺰﺑ ﯼﺎﻫ ﻪﺴﯾﻮﻧ ﯼﺎﻫ ﺺﺧﺎ

ﺪﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻞﯾﺎﻓ ﮏﯾ ﻁﻮﻄﺧ ﻭ ﺎﻫ ﻪﻠﺻﺎﻓ ،ﺕﺎﻤﻠﮐ ،ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺩ

ﺪﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯼﺍ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺩﺍﺪﻋﺍ ﻊﻤﺟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()Globals ﻊﺑﺎﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﺭﺩ ﺮﺻﺎﻨﻋ ﯼﺪﻨﺑ ﻩﻭﺮﮔ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﺩﺎﻘﻣ ﺖﺳﺮﻬﻓ ﯼﺎﻫﺪﯿﻠﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﺮﺘﮐﺍﺭﺎﮐ ﻦﯿﻟﻭﺍ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺖﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ Kth ﻥﻮﺘﺳ ﺱﺎﺳﺍ ﺮﺑ ﺎﻫﺩﺭﻮﮐﺭ ﯼﺪﻨﺑ ﻩﻭﺮﮔ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺑﺎﺸﻣ ﺺﺧﺎﺷ ﺮﺻﺎﻨﻋ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺎﻫﺩﺭﻮﮐﺭ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻪﺑﺎﺸﻣ ﻥﺎﯾﺎﭘ ﻭ ﻉﻭﺮﺷ ﺮﺘﮐﺍﺭﺎﮐ ﺕﺎﻤﻠﮐ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺮﮕﯾﺩ ﺖﺴﯿﻟ ﺱﺎﺳﺍ ﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯽﻋﺮﻓ ﯼﺎﻫ ﺖﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺭﺩ ﻪﺑﺎﺸﻣ ﺮﺻﺎﻨﻋ ﯼﺪﻨﺑ ﻩﻭﺮﮔ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﺪﻨﭼ ﯼﺎﻫ ﻪﺘﺷﺭ ﯽﻘﻓﺍ ﻕﺎﺤﻟﺍ

؟ﺪﻨﺘﺴﻫ ﺮﺑﺍﺮﺑ ﺖﺴﯿﻟ ﻭﺩ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﮒﺎﺒﯾﺩ ES6 ﺭﺩ ﺍﺭ ﺪﮐ ﻪﻧﻮﮕﭼ

Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮏﯾﺭﺎﺗ ﺎﯾ ﻦﺷﻭﺭ ﻢﺗ ﺮﯿﯿﻐﺗ

ﺪﯿﻨﮐ ﮏﯾﻻ ﻥﻮﺘﯾﺎﭘ ﻭ ﻡﻮﯿﻨﻠﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻡﺍﺮﮔﺎﺘﺴﻨﯾﺍ ﺮﯾﻭﺎﺼﺗ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﻥﻮﺘﺳ ﺎﺑ ﺩﻭﺪﺤﻣ ﯼﺎﻫ ﻒﯾﺩﺭ ﺏﺎﺨﺘﻧﺍ

Pygal ﺭﺩ ﯽﻄﺧ ﺭﺍﺩﻮﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﺭﺍﺩﻮﻤﻧ

Matplotlib ﺭﺩ ﻂﺧ ﺡﺮﻃ ﯼﺎﻫ ﮏﺒﺳ

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺭﺩ ﯽﻄﺧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

Statsmodels ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻝﺎﺳ ﮏﯾ ﺭﺩ ﻩﺎﻣ ﺮﻫ ﯼﺭﺎﮐ ﺯﻭﺭ ﻦﯾﺮﺧﺁ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

Turicreate ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ

Visualizer ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﯼﻮﺠﺘﺴﺟ PyQt5

linecache.getline() ﻥﻮﺘﯾﺎﭘ ﺭﺩ

Matplotlib Python ﺭﺩ ﻂﺧ ﯼﺎﻫ ﮏﺒﺳ

ﺪﯿﻨﮐ ﯽﻨﯿﺑﺶﯿﭘ Networkx ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﮑﺒﺷ ﺭﺩ ﺍﺭ ﺎﻫﻪﺒﻟ - ﺪﻧﻮﯿﭘ ﯽﻨﯿﺑu20

ﻥﻮﺘﯾﺎﭘ ﺭﺩ dstructure ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺩﻮﺒﻬﺑ ،ﺪﯿﻨﮐ ﺪﯿﯾﺎﺗ ﻥﺎﻬﺟ ﺮﺳﺍﺮﺳ ﺭﺩ ﺍﺭ ﺎﻧﻭﺮﮐ ﻪﺑ ﻼﺘﺑﺍ ﺩﺭﺍﻮﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎ

ﺪﯿﻨﮐ ﺖﺳﺮﻬﻓ ﺖﺳﺮﻬﻓ ﮏﯾ ﺭﺩ ﺍﺭ ﯽﺻﺎﺧ ﻉﻮﻧ ﯼﺎﻫﻞﯾﺎﻓ ﻪﻤﻫ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

.ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻡﺮﻔﺘﻠﭘ ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻢﺘﺴﯿﺳ ﻭ ﺭﺍﺰﻓﺍ ﺖﺨﺳ ﺕﺎﻋﻼﻃﺍ

ﺪﯿﻨﮐ ﺖﺳﺮﻬﻓ PyAudio ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻢﺘﺴﯿﺳ ﻪﺑ ﻞﺼﺘﻣ ﯼﺎﻫ ﻥﻮﻓﻭﺮﮑﯿﻣ ﻡﺎﻤﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻝﻭﮊﺎﻣ

ﺪﯿﻨﮐ ﯼﺮﯿﮔﺭﺎﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻭ ﺖﺳﺮﻬﻓ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ CSV ﯼﺎﻫ ﻩﺩﺍﺩ

ﺪﯿﻨﮐ ﯼﺮﯿﮔﺭﺎﺑ Pandas DataFrame ﺭﺩ ﺍﺭ JSON ﻪﺘﺷﺭ

ﺪﯿﻨﮐ ﯼﺮﯿﮔﺭﺎﺑ Tensorflow ﺭﺩ ﺍﺭ NumPy ﯼﺎﻫ ﻩﺩﺍﺩ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﻔﻫ ﯼﺎﻫﺯﻭﺭ ﻭ ﻝﺎﺳ ﺯﺍ ﺍﺭ ﻩﺎﻣ

LOCUST ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﺍﺬﮔﺭﺎﺑ ﺖﺴﺗ

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺭﺩ ﻦﺘﻣ ﯼﺭﺍﺬﮔﺭﺎﺑ

.ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ،ﺪﻧﺍﻩﺪﺷ ﺐﺗﺮﻣ ﻩﺯﺍﺪﻧﺍ ﺱﺎﺳﺍ ﺮﺑ ﻪﮐ ﯽﺘﺳﺮﻬﻓ ﺭﺩ ﺍﺭ ﺎﻫﻞﯾﺎﻓ ﺯﺍ ﯽ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻩﺯﺍﺪﻧﺍ ﺎﺑ ﺍﺭ ﺖﺳﺮﻬﻓ ﺭﺩ ﺩﻮﺟﻮﻣ ﯼﺎﻫﻞﯾﺎﻓ ﺯﺍ ﯽﺘﺳﺮﻬﻓ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘ

Pytorch ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺮﯿﮔﺭﺎﺑ

DataFrame ﯼﺍﺪﻧﺎﭘ ﻥﺍﻮﻨﻋ ﻪﺑ ﻞﺴﮐﺍ ﻩﺩﺮﺘﺴﮔ ﻪﺤﻔﺻ ﯼﺮﯿﮔﺭﺎﺑ

ﺱﺎﺗﻮﻫﺎﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺭﺍﺬﮔﺭﺎﺑ

PIL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Tkinter ﺭﺩ ﺮﯾﻭﺎﺼﺗ ﯼﺮﯿﮔﺭﺎﺑ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﻦﯿﻟﻭﺍ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻡﺍﻭ ﺪﯿﯾﺎﺗ ﯽﻨﯿﺑﺶﯿﭘ

ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﺮﺘﮐﺍﺭﺎﮐ N ﻦﯾﺮﺧﺁ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PyQt5 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻡﺍﻭ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﻝﺪﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻡﺍﻭ ﻥﺩﻮﺑ ﻂﯾﺍﺮﺷ ﺪﺟﺍﻭ ﯽﻨﯿﺑ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﺩﺪﻌﺘﻣ ﺮﺻﺎﻨﻋ ﯽﺑﺎﯾ ﻥﺎﮑﻣ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺍﺮﺟﺍ ﻝﺎﺣ ﺭﺩ ﯼﺎﻫﺪﻨﯾﺁﺮﻓ ﺯﺍ ﯽﺘﺴﯿﻟ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﺩﺮﻔﻨﻣ ﺮﺻﺎﻨﻋ ﯽﺑﺎﯾ ﻥﺎﮑﻣ

؟ﻢﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺍﺭ Kth ﻪﻤﻠﮐ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﺏﺎﯾ ﻥﺎﮑﻣ ﯼﺎﻫ ﯼﮋﺗﺍﺮﺘﺳﺍ

Python - ﺭﺩ ﺍﺭ ﻩﺪﺷ ﻪﯾﺎﻤﻧ ﯽﺘﺣ ﺮﺻﺎﻨﻋ Tuple ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﻊﺑﺎﺗ ﯼﺎﻀﻣﺍ - ﻥﻮﺘﯾﺎﭘ

Python - K ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺯﺍ ﺕﺎﺒﯿﮐﺮﺗ ﻝﻮﻃ

ﯽﻟﺍﻮﺘﻣ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ K ﻝﻮﻃ - ﻥﻮﺘﯾﺎﭘ

ﺭﺎﺸﻋﺍ ﻝﻮﻃ K - ﻥﻮﺘﯾﺎﭘ

Python - K Matrix Initialization

ﺖﺴﯿﻟ ﺭﺩ ﺖﺳﺮﻬﻓ ﺎﺑ ﺮﺻﺎﻨﻋ ﻢﻤﯾﺰﮐﺎﻣ K - ﻥﻮﺘﯾﺎﭘ

Python - K ﺖﺴﯿﻟ ﻭﺩ ﺯﺍ ﯼﺪﻨﺑ ﻊﻤﺟ

Kth ﻢﻗﺭ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

Python - Kth Index Tuple List Mean

Python - Kth Valid String

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺭﺍﺪﻘﻣ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﺍﺪﺒﻣﻻ ﻊﺑﺎﺗ - ﻥﻮﺘﯾﺎﭘ

Python - ﻊﺑﺎﺗ Lambda ﺮﺼﻨﻋ ﻭﺩ ﻦﯿﺑ ﺮﺘﮑﭼﻮﮐ ﺭﺍﺪﻘﻣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ

ﮒﺮﺑﺮﯿﻏ ﻭ ﮒﺮﺑ ﯼﺎﻫ ﻩﺮﮔ ﯼﺮﻨﺸﮑﯾﺩ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﺍﺭ N ﻪﻤﻠﮐ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Kth ﺮﺘﮐﺍﺭﺎﮐ ﯼﻭﺭ ﺍﺭ ﺎﻫ ﻪﺘﺷﺭ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺏﺮﺿ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﭘﺎﺗ ﮏﯾ ﺭﺩ ﺍﺭ ﺩﺭﺍﻮﻣ ﻪﻤﻫ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫﻩﺩﺍﺩ ﺩﺪﺠﻣ ﯼﺮﯿﮔﻪﻧﻮﻤﻧ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ Yahoo Finance ﺯﺍ ﺍﺭ ﯽﻟﺎﻣ ﯼﺎﻫ ﻩﺩﺍﺩ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ Pandas DataFrame ﮏﯾ ﺯﺍ ﺩﺭﻮﮐﺭ n ﻦﯿﻟﻭﺍ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﺯﺍﻭﺮﭘ ﺖﯿﻌﺿﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮔﮋﯾﻭ ﺱﺎﺳﺍ ﺮﺑ ءﺎﯿﺷﺍ ﺖﺴﯿﻟ ﺭﺩ ﺺﺧﺎﺷ ﺖﻓﺎﯾﺭﺩ

Django REST ﺏﻮﭼﺭﺎﭼ ﺭﺩ ﯽﺷﺭﺎﻔﺳ JSON ﻥﺪﻧﺍﺩﺮﮔﺮﺑ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺪﻨﻫ ﻦﻫﺁ ﻩﺍﺭ ﻩﺎﮕﺘﺴﯾﺍ ﺪﮐ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺏﻮﯿﺗﻮﯾ ﻝﺎﻧﺎﮐ ﺩﺭﻮﻣ ﺭﺩ ﯽﺗﺎﻋﻼﻃﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻢﯿﻨﮐ ﺍﺮﺟﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺸﯿﻤﻫ ﯼﺍﺮﺑ ﺍﺭ Async ﻊﺑﺎﺗ ﻭﺩ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﺍﺪﻧﺎﭘ DataFrame ﮏﯾ ﺩﺭﻮﮐﺭ n ﻦﯾﺮﺧﺁ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯽﺘﻟﻭﺩ ﻞﻏﺎﺸﻣ ﺕﺎﻋﻼﻃﺍ ﻦﯾﺮﺧﺁ

ﮏﺳﻼﻓ ﻪﻌﺳﻮﺗ ﺭﻭﺮﺳ

ﻪﺤﻔﺻ ﺩﺪﺠﻣ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻥﻭﺪﺑ ﮏﺳﻼﻓ ﻡﺮﻓ ﻝﺎﺳﺭﺍ

؟ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ ﺮﺑﺭﺎﮐ ﺯﺍ ﻞﯾﺎﻓ ﻡﺎﻧ ﺎﺑ ﺍﺭ ﻞﯾﺎﻓ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻭ ﻪﻋﻮﻤﺠﻣ ،ﻞﭘﺎﺗ ،ﺖﺴﯿﻟ ﯼﺎﻫﺩﺮﺑﺭﺎﮐ ﻭ ﺎﻫ ﺕﻭﺎﻔﺗ

؟ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ WAV ﺎﯾ MP3 ﻞﯾﺎﻓ ﺭﺩ ﺍﺭ pyttsx3 ﺞﯾﺎﺘﻧ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻡﺍﺮﮔﺎﺘﺴﻨﯾﺍ ﺭﺩ ﺎﻫﺭﻭﻮﻟﺎﻓ ﭖﺁ ﭖﺎﭘ ﻥﺩﺮﮐ ﻝﻭﺮﮑﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pickle ﻞﯾﺎﻓ ﺭﺩ ﻮﺠﺘﺴﺟ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﻮﺠﺘﺴﺟ ﯽﻨﺘﻣ ﯼﺎﻫ ﻞﯾﺎﻓ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻮﺠﺘﺴﺟ jQuery ﮏﻤﮐ ﺎﺑ ﺍﺭ JSON ﺖﺧﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻮﺠﺘﺴﺟ ﻪﯾﺍﺭﺁ ءﯽﺷ ﮏﯾ ﺭﺩ ﺍﺭ ﯽﮔﮋﯾﻭ ﮏﯾ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺭﺩ ﻪﯾﺍﺭﺁ ﺯﺍ ﺍﺭ ﯽﻓﺩﺎﺼﺗ ﺮﺼﻨﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ HTML ﻦﺘﻣ ﯼﺩﻭﺭﻭ ﺭﺩ ﺍﺭ ﻦﺘﻣ ﻞﮐ ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﺘﺳﺮﻔﺑ ﻞﯿﻤﯾﺍ ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Kth ﺺﺧﺎﺷ ﺭﺍﺪﻘﻣ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﺯﺍ ﻪﻧﻮﮕﭼ

Networxx - Python ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ (HITS) ﻉﻮﺿﻮﻣ ﯼﻮﺠﺘﺴﺟ ﻢﺘﯾﺭﻮﮕﻟﺍ

Python - ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﺍﺭ ﻮﺗﺭﺩﻮﺗ ﺢﻄﺳ ﺹﺎﺧ ﺩﺭﺍﻮﻣ

Python - ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Slice ﺩﺭﺍﻮﻣ ﻦﯾﺮﺧﺁ ﻊﻤﺟ K ﺪﯾﺭﻭﺁ ﺖﺳﺪﺑ ﺍﺭ ﺖﺴﯿﻟ

Python - ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﯼﺎﻫﺩﺍﺪﺧﺭ ﻡﺎﻤﺗ ﯼﺎﻫ ﺺﺧﺎﺷ

Python - ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ءﺎﯿﺷﺍ ﺯﺍ ﯽﺘﺴﯿﻟ ﺭﺩ ﻪﺼﺨﺸﻣ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ ﺎﺑ ﺍﺭ ءﯽﺷ

Python - ﯼﺭﺍﺬﮔﺰﻣﺭ Golomb ﯼﺍﺮﺑ b=2n ﻭ b!=2n

K ﺎﺗ ﻩﻭﺮﮔ ﻕﺎﺤﻟﺍ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺭﺩ ﻡﻭﺩ ﺮﺻﺎﻨﻋ ﺎﺑ ﺍﺭ ﻝﻭﺍ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺎﻫ ﻞﭘﺎﺗ ﺯﺍ ﯽﻫﻭﺮﮔ ﺖﺳﺮﻬﻓ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻫ ﺵﺯﺭﺍ ﺖﺳﺮﻬﻓ ﻪﺑ ﺍﺭ ﻪﺑﺎﺸﻣ ﺩﺭﺍﻮﻣ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺍﺭ ﻪﺑﺎﺸﻣ ﯼﺎﻫﺪﯿﻠﮐ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺮﻨﺸﮑﯾﺩ ﺎﺑ ﺍﺭ ﻪﺑﺎﺸﻣ ﺮﯾﺩﺎﻘﻣ ﺖﺳﺮﻬﻓ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﺖﺳﺮﻬﻓ ﺮﯾﺩﺎﻘﻣ ﺭﺩ ﺍﺭ ﯼﺩﺭﻮﻣ ﮏﺗ ﯼﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ - ﻥﻮﺘﯾﺎﭘ

Python - ﺮﺼﻨﻋ ﻂﺳﻮﺗ ﺎﻫ ﻞﭘﺎﺗ ﯼﺪﻨﺑ ﻩﻭﺮﮔ Kth Index

ﻦﯿﻟﺍﺪﻣ ﻭ ﻦﯿﻟﺍﺩﺁ ﻪﮑﺒﺷ

ﺪﮐ ﻥﺩﻮﺑ ﺭﻻﻭﺪﻣ ﯼﺍﺮﺑ ﺪﻨﻤﺗﺭﺪﻗ ﯼﺭﺍﺰﺑﺍ :ﻥﻮﺘﯾﺎﭘ ﻪﺘﻓﺮﺸﯿﭘ ﯼﺎﻫﺭﻮﺗﺍﺭﻮﮐﺩ

Pygame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Brick Breaker ﯼﺯﺎﺑ

ﺪﯾﺯﺎﺴﺑ ﻩﻮﺒﻧﺍ ﻞﯾﺎﻓ ﻡﺎﻧ ﺮﯿﯿﻐﺗ ﺭﺍﺰﺑﺍ ﮏﯾ PyQt ﻭ Python ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺒﻧﺎﺟ ﻪﻤﻫ ﻭ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﯼﺯﺎﺑ ﺖﺧﺎﺳ

ﮏﺳﻼﻓ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺲﯾﻭﺮﺳﻭﺮﮑﯿﻣ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﻭ ﻮﮕﻨﺟ ﺎﺑ RESTful ﯼﺎﻫ API ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺰﮐﺮﻤﺘﻣﺮﯿﻏ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﻭ ﺪﻨﻤﺷﻮﻫ ﯼﺎﻫﺩﺍﺩﺭﺍﺮﻗ ﺖﺧﺎﺳ

ﻊﻣﺎﺟ ﯼﺎﻤﻨﻫﺍﺭ :ﮏﺳﻼﻓ ﺎﺑ ﺏﻭ ﯼﺩﺮﺑﺭﺎﮐ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ

ﻮﮕﻨﺟ ﺎﺑ ﺲﻓﺮﮐ ﻡﺎﻏﺩﺍ

Tkinter ﯼﻮﻨﻣ ﺭﺍﻮﻧ ﮓﻧﺭ ﺮﯿﯿﻐﺗ

ChatterBot ﻝﻭﮊﺎﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺎﺑ ﺖﭼ

ﺎﺳﺍﺭ ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﺕﺎﺑﺭ ﺖﭼ

Kivy ﺭﺩ ﻡﻮﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ (ﻞﮑﺷ ﯽﻀﯿﺑ) ﯼﺍ ﻩﺮﯾﺍﺩ ﻪﻤﮐﺩ

ﻥﻮﺘﯾﺎﭘ ﻮﯾﺮﯿﺸﯿﻫ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍ ﻩﺮﯾﺍﺩ ﻢﺴﺠﺗ

Class Factories: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﻨﻤﺗﺭﺪﻗ ﯼﻮﮕﻟﺍ ﮏﯾ

Python Scikit Learn ﺭﺩ ﻩﺪﻨﮐﺍﺮﭘ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻨﺘﻣ ﺩﺎﻨﺳﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﺎﭘ ﻦﺘﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺮﮐ ﮎﺎﭘ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯼﺍ ﻩﺮﯾﺍﺩ ﺎﯾ ﯽﻌﺑﺮﻣ ﮏﭼﻮﮐ ﺮﯾﻮﺼﺗ ﮏﯾ Python - Pillow ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺗﻼﻣﺎﻌﻣ ﯼﺎﻫ ﯼﮋﺗﺍﺮﺘﺳﺍ ﺩﺎﺠﯾﺍ ﻭ ﯽﻟﺎﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﻮﯿﻨﻠﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺹﺎﺧ ﺏﻭ ﺕﺎﺤﻔﺻ ﻦﺘﺴﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Cmdparse ﻝﻭﮊﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻒﻠﮔ ﺪﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﮐ ﯼﺮﮕﻧ ﻥﻭﺭﺩ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮓﻨﭘ ﯼﺯﺎﺑ ﮏﯾ Pygame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﮏﯿﻠﮐ ﻦﺘﻣ ﻪﻤﮐﺩ ﯼﻭﺭ ﻡﻮﯿﻨﻠﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﮐﺩﻮﺧ ﺍﻮﺘﺤﻣ ﻭ ﻦﺘﻣ ﺩﺎﺠﯾﺍ

PyQt ﻭ Python ﺎﺑ ﭖﺎﺘﮑﺳﺩ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﻪﻌﺳﻮﺗ

Python OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﮔﺩﻮﻟﺁ ﺏﺍﻮﺧ ﺺﯿﺨﺸﺗ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﻝﻭﮊﺎﻣ ﯼﺎﻨﺜﺘﺳﺍ ﻪﺑ ﯽﮔﺪﯿﺳﺭ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ (GAN) ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ ﺵﻭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ NetworkX ﺎﺑ ﻑﺍﺮﮔ ﯼﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﺵﻭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﻥﻭﺪﺑ ﮏﺳﻼﻓ ﺩﻭﺭﻭ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Flask ﺎﺑ ﻮﺟ ﻭ ﺱﺮﭘ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ ﺖﺳﺍﻮﺧﺭﺩ ﺖﻓﺎﯾﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Higher-Lower ﯼﺯﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ C ﻊﺑﺎﺗ ﮏﯾ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻩﻮﺤﻧ

PySpark Dataframe ﺭﺩ ﻥﻮﺘﺳ ﻉﻮﻧ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﻪﺴﯾﺎﻘﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺐﯿﺗﺮﺗ ﻪﺑ ﻪﺟﻮﺗ ﻥﻭﺪﺑ ﺍﺭ JSON ءﺎﯿﺷﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﺴﯾﺎﻘﻣ Pandas Compare ﺎﺑ ﺍﺭ Dataframe ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﺴﯾﺎﻘﻣ ﻢﻫ ﺎﺑ ﺍﺭ Numpy ﻪﯾﺍﺭﺁ ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺮﺸﻓ ﺍﺭ ﺮﯾﻭﺎﺼﺗ PIL ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ Numpy ﻪﯾﺍﺭﺁ ﻭﺩ ﻊﻃﺎﻘﺘﻣ ﯽﮕﺘﺴﺒﻤﻫ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ Numpy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻖﺘﺸﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ MySQL ﻝﻭﺪﺟ ﺯﺍ ﻥﻮﺘﺳ ﮏﯾ ﻦﯿﮕﻧﺎﯿﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﮑﺷﺰﭘ ﻪﻤﯿﺑ ﺖﻤﯿﻗ ﯽﻨﯿﺑ ﺶﯿﭘ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺵﺭﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ TensorFlow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺳﻮﭘ ﻥﺎﻃﺮﺳ ﺺﯿﺨﺸﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮏﯿﻧﺎﺘﯾﺎﺗ ﯽﯾﺎﻀﻓ ﻪﻨﯿﻔﺳ ﻩﮊﻭﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ (ﻥﺎﻣﺰﻤﻫ ﺵﺎﺸﺘﻏﺍ ﯽﻓﺩﺎﺼﺗ ﺐﯾﺮﻘﺗ) SPSA ﻢﺘﯾﺭﻮﮕﻟﺍ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺯﺎﺳﺩﺭﺍﺪﻧﺎﺘﺳﺍ

؟ﺩﺮﮐ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ MySQL ﻝﻭﺪﺟ ﯼﺎﻫ ﻥﻮﺘﺳ ﺮﯾﺩﺎﻘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮ

؟ﻢﯿﻨﮐ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pillow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺮﯾﻭﺎﺼﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﺍﺭ ﯼﺪﻌﺑ ﻭﺩ NumPy ﻪﯾﺍﺭﺁ ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﺼﺘﻣ Flask API ﺎﺑ ﺍﺭ ReactJS ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﺼﺘﻣ Matplotlib ﺭﺩ ﻂﺧ ﺎﺑ ﺍﺭ Scatterplot ﻁﺎﻘﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻝﺮﺘﻨﮐ ﺍﺭ ﭖﺎﺗ ﭗﻟ ﺶﯾﺎﻤﻧ ﻪﺤﻔﺻ ﯽﯾﺎﻨﺷﻭﺭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ءﺎﯿﺷﺍ ﺯﺍ ﯽﺘﺴﯿﻟ ﯼﺍﺮﺑ ﺕﺎﺒﯿﮐﺮﺗ ﻪﻤﻫ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﺑ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ DataFrame ﻒﯾﺩﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Dict ﻪﺑ ﺍﺭ ﻮﺗﺭﺩﻮﺗ OrderedDict ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻪﺑ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ ﯼﺮﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ CSV ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﺍﺭ ﻥﺁ ﻭ ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ NumPy ﻪﯾﺍﺭﺁ ﻪﺑ ﺍﺭ ﺮﯾﻮﺼﺗ ﮏﯾ ﻥﻮﺘﯾﺎ

ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﻕﺎﺤﻟﺍ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Int ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫ ﺖﯾﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﺪﻋ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﻪﺑ ﺍﺭ ﯼﺪﻨﺑ ﻪﺘﺳﺩ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ Matplotlib ﺭﺩ ﯼﺩﻮﻤﻋ ﻂﺧ ﮏﯾ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ Matplotlib ﺭﺩ ﺍﺭ ﻪﻧﺎﮔﺪﻨﭼ ﯼﺎﻫ ﺕﻼﭘ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ Matplotlib ﺭﺩ ﺍﺭ ﻪﻧﺎﮔﺪﻨﭼ ﻁﻮﻄﺧ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﺒﺗﺍﺮﻣ ﻪﻠﺴﻠﺳ ﯼﺎﻫ ﻩﺩﺍﺩ

ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ ﺍﺭ Pandas DataFrame ﺹﺎﺧ ﯼﺎﻫ ﻥﻮﺘﺳ()Apply ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

.ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ applicationmap() ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Pandas DataFrame ﺹﺎﺧ ﯼﺎﻫ ﻥﻮﺘﺳ

ﺍﺪﻧﺎﭘ DataFrame ﮏﯾ ﺭﺩ ﻥﻮﺘﺳ ﮏﯾ ﮎﺪﺻ ﻪﺒﺗﺭ

ﺪﯿﻨﮐ ﻢﺳﺭ Pandas ﺭﺩ Groupby ﯽﺷ ﮏﯾ ﺭﺩ ﺍﺭ ﻩﻭﺮﮔ ﺮﻫ ﻩﺯﺍﺪﻧﺍ

ﺪﯿﻨﮐ ﭖﺎﭼ ﺵﺮﺑ ﻥﻭﺪﺑ ﺍﺭ Numpy ﻞﻣﺎﮐ ﻪﯾﺍﺭﺁ

NumPy Array ﺯﺍ ﻢﺳﺭ ﻂﺧ ﺭﺍﺩﻮﻤﻧ

Scipy ﻭ Matplotlib، Numpy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻌﺑﺮﻣ ﺝﻮﻣ ﻢﯿﺳﺮﺗ

Numpy ﺭﺍﺩﺮﺑ ﺕﺎﯿﻠﻤﻋ ﮏﯾ ﻥﺩﺮﮐ ﯼﺯﺍﻮﻣ

GeoPandas ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻧﺎﮑﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﯿﺳﺮﺗ

؟ﻢﯾﺮﯿﮕﺑ PySpark DataFrame ﺯﺍ ﯽﻓﺩﺎﺼﺗ ﻒﯾﺩﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﺪﻟﺍﻭ ﺮﺼﻨﻋ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺴﻨﯿﮐﺭﺎﭘ ﯼﺭﺎﻤﯿﺑ ﯽﻨﯿﺑﺶﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﻞﻤﻋ ﻩﺮﯿﺠﻧﺯ - ﺚﮑﻣ ﺵﻭﺭ

ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ CherryPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻖﯾﺮﻔﺗ ﻭ ﻊﻤﺟ

ﻝﺎﮕﯿﭘ ﺭﺩ ﯼﺍ ﻩﺮﯾﺍﺩ ﺭﺍﺩﻮﻤﻧ

Pipenv - ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﺖﯾﺮﯾﺪﻣ ﺭﺍﺰﺑﺍ

Pipx - ﻪﺘﺴﺑ ﺭﺍﺰﺑﺍ CLI ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ()Place_forget ﺪﺘﻣ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Pyspark DataFrame ﻪﺑ ﺍﺭ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﯽﺘﺴﯿﻟ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ JSON ﻪﺑ ﻮﮕﻨﺟ ﺭﺩ ﺍﺭ ﺎﻫ ﻝﺪﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

Tkinter ﺭﺩ()grid_info ﻭ()place_info()، pack_info ﯼﺎﻫﺪﺘﻣ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ DateTime ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺪﺻﺭﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫﺮﺴﮐ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ HTML ﻭ PDF ﻪﺑ ﺍﺭ IPython ﯼﺎﻫ ﮎﻮﺑ ﺕﻮﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺖﺴﯿﻟ ﻪﺑ ﺍﺭ DataFrame Pandas ﻪﻧﻮﮕﭼ

tkinter ﺭﺩ ﻥﺎﮑﻣ ﻩﺪﻧﺭﺍﺪﻬﮕﻧ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﯾﺎﯿﻓﺍﺮﻐﺟ ﺖﯿﻌﻗﻮﻣ ﻪﻧﻮﮕﭼ

ﯽﻓﺩﺎﺼﺗ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺱﺎﺗ ﺏﺎﺗﺮﭘ ﺯﺎﺳ ﻪﯿﺒﺷ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻪﯾﺍﺭﺁ ﺭﺩ ﺮﺼﻨﻋ ﮏﯾ ﺱﺭﺩﺁ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﻮﯿﺗﻮﯾ ﯼﻮﯾﺪﯾﻭ ﺶﺨﭘ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ mplfinance ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﮏﯿﺘﺳﺍ ﻝﺪﻨﮐ ﺭﺍﺩﻮﻤﻧ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ Plotly ﻭ Python Dash ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻩﺪﻧﺯ ﯼﺎﻫﺭﺍﺩﻮﻤﻧ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﻠﻌﻓ ﯼﺮﺑﺭﺎﮐ ﻡﺎﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺍﺪﺻ ﻥﺎﻣﺯ ﺕﺪﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Deque ﺮﺻﺎﻨﻋ ﻦﯾﺮﺧﺁ ﻭ ﻦﯿﻟﻭﺍ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻪﻧﺍﺯﻭﺭ ﺭﺎﺒﺧﺍ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺪﻧﺎﭘ ﻢﯾﺮﻓﺎﺘﯾﺩ ﺭﺩ ﺍﺭ ﺎﻫﺺﺧﺎﺷ/ﺎﻫﻒﯾﺩﺭ ﻡﺎﻧ ﻥﺍﻮﺗﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺭﺩ ﺍﺭ ﯼﺭﺍﺬﮔ ﻪﯾﺎﻣﺮﺳ ﯼﺎﻫ ﻕﻭﺪﻨﺻ ﺕﺎﻋﻼﻃﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ PySpark ﺭﺩ ﺍﺭ ﻢﯾﺮﻓﺎﺘﯾﺩ ﻥﻮﺘﺳ ﻡﺎﻧ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻥﻮﯿﺳﺮﮔﺭ ﺭﺩ ﯽﻄﺧ ﺪﻨﭼ ﻥﺎﻣﺭﺩ ﻭ ﺺﯿﺨﺸﺗ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ PyGame ﺭﺩ ﺍﺭ ﺪﯿﻠﮐ ﻪﺤﻔﺻ ﯼﺩﻭﺭﻭ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Timestamp ﻪﺑ ﺍﺭ NumPy datetime64 ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ JSON ﻪﺑ ﺍﺭ Ordereddict ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﯼﺮﺳ ﮏﯾ ﻪﺑ ﺍﺭ DataFrame Pandas ﯼﺎﻫ ﻥﻮﺘﺳ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ SQL ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ DataFrame Pandas ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Pygame ﺢﻄﺳ ﺮﯾﻮﺼﺗ ﻪﺑ ﺍﺭ PIL ﺮﯾﻮﺼﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺖﻣﻼﻋ ﻥﻭﺪﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﺍﺭ Signed ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Dataframe Pandas ﻪﺑ ﺍﺭ SQL ﯼﻮﺠﺘﺴﺟ ﺞﯾﺎﺘﻧ Pypyodbc ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ Pandas DataFrame ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Dataframe Tidy ﻪﺑ ﺍﺭ Pandas stack() Wide Dataframe ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪ

؟ﻢﯾﺭﺎﻤﺸﺑ NumPy ﻪﯾﺍﺭﺁ ﺭﺩ ﺍﺭ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﯽﻧﺍﻭﺍﺮﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ CSV ﻞﯾﺎﻓ ﮏﯾ ﻁﻮﻄﺧ ﺩﺍﺪﻌﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ SQLite ﻝﻭﺪﺟ ﮏﯾ ﯼﺎﻫﺮﻄﺳ ﺩﺍﺪﻌﺗ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮏﯾ ﻞﺧﺍﺩ ﺭﺩ ﺍﺭ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻮﮕﻨﺟ ﺭﺩ MVT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﯾﺎﭘ ﻩﮊﻭﺮﭘ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﮏﯾ PyBrain ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ASCII ﺭﺍﺪﻘﻣ ﻦﯾﺮﺘﻤﮐ ﻭ ﻦﯾﺮﺗﻻﺎﺑ ﺎﺑ ﻪﻠﻤﺟ ﮏﯾ ﺯﺍ ﺕﺎﻤﻠﮐ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎ

Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺍ ﻩﺭﺍ ﻪﻧﺍﺪﻧﺩ ﺝﻮﻣ ﻢﺳﺭ

؟ﻢﯿﻫﺩ ﺶﯾﺍﺰﻓﺍ ﺍﺭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻝﺪﻣ ﺖﻗﺩ ﻪﻧﻮﮕﭼ

Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻔﯿﻃ ﻊﻃﺎﻘﺘﻣ ﯽﻟﺎﮕﭼ ﻢﺳﺭ

Matplotlib ﻭ Seaborn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ IRIS ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﯼﺍﺮﺑ ﻢﺳﺭ ﺭﺍﺩﻮﻤﻧ

ﻡﻮﯿﻟﻮﻓ ﻪﺘﺴﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﮔﻮﮔ ﯼﺎﻫ ﻪﺸﻘﻧ ﯼﻭﺭ ICMR ﻩﺪﺷ ﺪﯿﯾﺎﺗ ﺶﯾﺎﻣﺯﺁ ﺰﮐﺍﺮﻣ ﻢﯿﺳﺮﺗ

Python Matplotlib ﺭﺩ ﯽﺳﻮﻨﯿﺳ ﯽﻨﺤﻨﻣ ﺮﯾﺯ ﯽﻓﺩﺎﺼﺗ ﻁﺎﻘﻧ ﻢﺳﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺻ ﺶﺨﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﻮﻧﺎﺛ ﻭ ﻪﯿﻟﻭﺍ ﻥﻼﻋﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻠﺻﺍ ﯼﺍﺰﺟﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻫ ﻪﻟﺎﺒﻧﺩ ﻡﺎﻤﺗ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻒﻠﺘﺨﻣ ﯼﺎﻫﺭﻮﺸﮐ ﺭﺩ ﺎﻧﻭﺮﮐ ﺪﺷﺭ ﯽﻨﺤﻨﻣ ﻢﯿﺳﺮﺗ

؟ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﻮﺒﻋ ﯼﺎﻫﺰﻣﺭ ﯼﺭﺍﺬﮔﺰﻣﺭ ﻭ ﻥﺩﺮﮐ ﻥﺎﻬﻨﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺗﻻﺎﺑ ﻪﺒﺗﺮﻣ ﻊﺑﺍﻮﺗ

Matplotlib ﻭ Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫﺭﺍﺩﻮﻤﻧ ﯼﻭﺭ ﻒﻠﺘﺨﻣ ﯼﺎﻫﺍﺪﺻ ﻢﺳﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pygal ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﺎﻬﺟ ﻪﺸﻘﻧ ﻢﯿﺳﺮﺗ

ﺪﯿﻨﮐ ﻝﺎﺳﺭﺍ ﻡﺍﺮﮔﺎﺘﺴﻨﯾﺍ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﺕﺭﻮﺻ ﻪﺑ ﺲﮑﻋ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Tensorflow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺧﻮﺳ ﻩﺩﺯﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺏﺍﺮﺷ ﻉﻮﻧ ﯽﻨﯿﺑ ﺶﯿﭘ

NLP ﯼﺎﻫ ﻝﺪﻣ ﺭﺩ Glove ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﯾﺩ ﺵﺯﻮﻣﺁ ﺶﯿﭘ ﺯﺍ ﻪﻤﻠﮐ ﻪﯿﺒﻌﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﯼﺎﺒﯾﺯ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ ﺎﺒﯾﺯ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XML ﯼﺎﺒﯾﺯ ﭖﺎﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﻔﻠﺗ ﻩﺭﺎﻤﺷ ﻝﻭﮊﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﭖﻮﺗ ﺪﻨﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺍﻮﻣ ﺵﺯﺍﺩﺮﭘ

ﺮﯿﺧ ﺎﯾ ﺩﻮﺷ ﯽﻣ ﺖﻓﺎﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﻭﺮﺳ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺤﻔﺻ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﺖﺴﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ XML ﺖﻣﺮﻓ ﻪﺑ HTML ﺩﺎﻨﺳﺍ ﻞﯾﺪﺒﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﻧﺎﺛﻮﻧﺎﻧ ﯼﻭﺎﺣ DateTime ﯼﺎﻫ ﻪﺘﺷﺭ ﻪﯾﺰﺠﺗ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻝﺪﻣ ﺖﻗﺩ ﺎﺗ ﺪﯿﺴﯾﻮﻨﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻪﻣﺎﻧﺮﺑ ﮏﯾ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻞﺴﮐﺍ ﺭﺩ ﺍﺭ ﺎﻫ ﻪﺷﻮﭘ ﺮﯾﺯ ﻭ ﺎﻫ ﻪﺷﻮﭘ ،ﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﯽﺘﺴﯿﻟ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘ

ﻥﻮﺘﯾﺎﭘ ﺱﻼﮐ ﺭﺩ ءﺎﯿﺷﺍ ﺯﺍ ﯽﺘﺴﯿﻟ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻮﮕﻨﺟ ﺭﺩ ﺪﯾﺪﺟ ﻩﮊﻭﺮﭘ ﮏﯾ Firebase ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﮏﺳﻼﻓ ﺭﺩ ﯼﺩﻭﺭﻭ ﯽﺘﺳﺍﻮﺧﺭﺩ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﻩﻮﺤﻧ

Python Lambda ﻊﺑﺍﻮﺗ ﺭﺩ elif ﻭ if، else ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

Watershed ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ OpenCV ﺭﺩ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻢﯿﺴﻘﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﺒﻨﺗ ﯽﻨﯿﺑ ﺶﯿﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ

ﻮﮕﻨﺟ ﺭﺩ ﺖﺑﺎﯾﺩ ﯽﻨﯿﺑ ﺶﯿﭘ ﻩﮊﻭﺮﭘ :ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﮏﯾ ﺱﺎﺳﺍ ﺮﺑ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﻦﯾﺪﻨﭼ

NLTK ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻈﻓﺎﺣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻭ ﺪﮐ ﺩﺮﮑﻠﻤﻋ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﻭﺪﺟ ﯼﺎﻫ ﻩﺩﺍﺩ ﺕﺭﻮﺻ ﻪﺑ ﺎﻫ ﺖﺴﯿﻟ ﭖﺎﭼ

Python PySpark ﺎﺑ ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺵﺯﺍﺩﺮﭘ

PySpark - ﻥﻮﺘﺳ ﻭﺩ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﮏﯾ ﺩﺎﺠﯾﺍ

.()sample ﻭ()PySpark randomSplit ﯼﺎﻫﺪﺘﻣ

Python Django: ﺍﺪﺘﺑﺍ ﺯﺍ ﺎﻫ ﻞﯿﻤﯾﺍ ﯽﺸﮐﺍﻭ ﻭ ﻞﮔﻮﮔ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ

ﻩﺪﺷ ﻩﺩﺍﺩ ﺪﺻﺭﺩ ﺱﺎﺳﺍ ﺮﺑ ﻪﻤﻠﮐ ﺮﻫ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻞﺴﮐﺍ ﻩﺩﺮﺘﺴﮔﻪﺤﻔﺻ ﺭﺎﮐﺩﻮﺧ ﯽﻧﺎﺳﺭﺯﻭﺭﻪﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻣﻮﺘﻧﺍﻮﮐ ﺕﺭﻮﭘ ﻪﻠﺗ

ﻮﮕﻨﺟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮓﻧﺭﺪﯿﺑ ﺖﭼ ﻪﻣﺎﻧﺮﺑ

Python OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮓﻧﺭﺪﯿﺑ ﻪﻠﺻﺎﻓ ﻦﯿﻤﺨﺗ

ﺪﯿﻨﮐ ﺖﯿﯾﻮﺗﺯﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﻮﯿﻨﻠﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺖﯿﯾﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ RFM ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﻮﻗ ﻥﻮﯿﺳﺮﮔﺭ

ﺪﯿﻨﮐ ﻩﺮﯿﺧﺫ CSV ﺐﻟﺎﻗ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ API ﯼﺎﻫ ﻩﺩﺍﺩ

؟ﻢﻨﮐ ﺭﺎﮐ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﮐ ﻩﺯﺎﺗ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﻢﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ numpy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ nd ﻪﯾﺍﺭﺁ ﺎﯾ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﻩﺪﻨﻨﮐ ﻦﯿﯿﻌ

؟ﻢﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ numpy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺲﯾﺮﺗﺎﻣ ﯽﺑﺎﯾﺩﺭ ﻪﻧﻮﮕﭼ

Pygame ﺭﺩ ﯼﺯﺎﺑ ﺩﺮﮑﻠﻤﻋ ﯼﺭﺍﺬﮔﺭﺎﺑ/ﻩﺮﯿﺧﺫ

ﺪﯿﻫﺩ ﺵﺍﺮﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﯾﺯ ﭖﻮﺳ ﻭ ﻡﻮﯿﻨﻠﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻦﯾﺪﮑﻨﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﻮﯿﻨﻠﺳ ﺎﺑ ﺏﻮﯿﺗﻮﯾ ﯽﻘﯿﺳﻮﻣ ﺶﺨﭘ ﻭ ﻮﺠﺘﺴﺟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Shutil ﻝﻭﮊﺎﻣ

Netmiko ﻭ Paramiko ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﮑﺒﺷ ﻒﯾﺎﻇﻭ ﻥﺩﺮﮐ ﻩﺩﺎﺳ

Python PyGame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻝﺯﺎﭘ ﺪﯾﻼﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ TensorFlow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮏﻣﺎﯿﭘ ﻪﻣﺎﻧﺯﺮﻫ ﺺﯿﺨﺸﺗ

Telnet ﺱﺭﺩﺁ ﺎﺑ IP ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺭﻮﭘ ﻭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺛﻮﻣ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺍﺮﺑ ﯽﯾﺎﻫ ﯼﮋﺗﺍﺮﺘﺳﺍ ﻭ ﺎﻫﺭﺍﺰﺑﺍ

ﺪﻧﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﮏﻫ ﯼﺍﺮﺑ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﺮﺗﺮﺑ ﻪﻧﺎﺨﺑﺎﺘﮐ 7

Firebase ﺎﺑ ﻮﮕﻨﺟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﺩﻮﻠﭘﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﻭﺭﻭ ﺎﺑ ﺱﻼﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ pdfschedule ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺮﺼﺑ ﯽﻧﺎﻣﺯ ﻝﻭﺪﺟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺍﺩ ﺝﺍﺮﺨﺘﺳﺍ ﻭ ﺏﻭ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺎﻫﮏﯿﻨﮑﺗ

Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Web Scraping ﯽﻟﺎﻣ ﺭﺎﺒﺧﺍ

ﻥﺪﺷ ﺩﻭﺪﺴﻣ ﻥﻭﺪﺑ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﯼﺍﺮﺑ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺎﯾﻮﭘ ﺪﮐ ﺏﺎﺗﺯﺎﺑ ﻭ ﺪﯿﻟﻮﺗ :ﻥﻮﺘﯾﺎﭘ ﻪﺘﻓﺮﺸﯿﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑﺍﺮﻓ

ﺎﻫ CAPTCHA ﻭ ﺎﻫ ﯽﮐﻮﮐ ،ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﺖﯾﺮﯾﺪﻣ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏﻭ ﻪﺘﻓﺮﺸﯿﭘ ﮓﻨﯿﭘﺮﮑﺳﺍ

ﻡﻭﺍﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﻡﺎﻏﺩﺍ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ DevOps ﻥﻮﯿﺳﺎﻣﻮﺗﺍ ﯽﺳﺭﺮﺑ

ﺪﮐ ﯼﺍﺮﺟﺍ ﻊﯾﺮﺴﺗ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻻﺎﺑ ﯽﯾﺍﺭﺎﮐ ﺎﺑ ﺕﺎﺒﺳﺎﺤﻣ

؟ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ DataFrame ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻊﻤﺟ ﻭ GroupBy ﺍﺭ SQL ﯼﺎﻫ ﻥﻮﺘﺳ ،ﻥﻮﺘﯾﺎﭘ ﺭﺩ SQLAlchemy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯼﺪﻨﺑﻪﻘﺒﻃ ﯼﺎﻫﺮﯿﻐﺘﻣ ﻩﺪﺸﻤﮔ ﺮﯾﺩﺎﻘﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺶﻫ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫﺩﺭﻮﺴﭘ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻥﺎﻬﻨﭘ Matplotlib ﺭﺩ ﺍﺭ ﺎﻫ ﺐﺴﭼﺮﺑ ﮏﯿﺗ ﺎﯾ ﺭﻮﺤﻣ ﻦﺘﻣ ﯼﺎﻫ ﮏﯿﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻥﺎﻬﻨﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﻮﺟﻭ ﺎﺑ Plotly Express ﻞﮑﺷ ﺭﺩ ﺍﺭ ﺎﻫﺭﻮﺤﻣ ﻦﯾﻭﺎﻨﻋ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻥﺎﻬﻨﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﻭ Plotly Express ﺎﺑ ﺍﺭ Legend ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻥﺎﻬﻨﭘ ﺍﺭ ﺱﺎﺴﺣ ﯼﺎﻫ ﻪﻣﺎﻧﺭﺎﺒﺘﻋﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺩﺭﻭﺁ ﺖﺳﺪﺑ ﺹﺎﺧ ﺺﺧﺎﺷ ﯼﺎﻫ ﺖﯿﻌﻗﻮﻣ ﺭﺩ ﺍﺭ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﺮﯾﺩﺎﻘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﺷﺎﺑ ﻪﺘﺷﺍﺩ ﯽﻧﺯﻭ ﯽﻓﺩﺎﺼﺗ ﺏﺎﺨﺘﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ Python-Plotly ﺭﺩ ﺍﺭ ﯼﺍ ﻪﻠﯿﻣ ﯼﺎﻫﺭﺍﺩﻮﻤﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﻧﺎﻣﺯ ﻞﺻﺍﻮﻓ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﯿﻠﮐ ﻪﻤﻠﮐ ﻩﺩﺯﺎﺑ

ﺪﯿﻨﮐ ﭗﯾﺯ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻒﻠﺘﺨﻣ ﯼﺎﻫﻩﺯﺍﺪﻧﺍ ﺎﺑ ﯼﺎﻫﺖﺳﺮﻬﻓ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﻮﻤﻫﺎﻧ ﻞﭘﺎﺗ ﻥﺩﺮﮐ ﭗﯾﺯ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﯼﻭﺎﺴﻣﺎﻧ ﻝﻮﻃ ﺎﺑ ﺖﺴﯿﻟ ﻭﺩ ﻥﺩﺮﮐ ﭗﯾﺯ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﯽﻟﺍﻮﺘﻣ ﯼﺎﻫ ﺖﻔﺟ ﺏﺮﺿ ﻞﺻﺎﺣ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺳﺮﻬﻓ ﺖﺳﺮﻬﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﺻﺎﻨﻋ ﻝﻮﺼﺤﻣ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﺭﺩ i^k ﻝﻮﺼﺤﻣ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺑﺎﺨﺘﻧﺍ ﯽﯾﺎﺗ ﺪﻨﭼ ﯼﺎﻫﺪﯿﻠﮐ ﻝﻮﺼﺤﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﺪﯿﻠﮐ ﻭﺩ ﻝﻮﺼﺤﻣ

Python - ﻩﺪﻨﻨﮐ ﻩﺎﺗﻮﮐ URL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Tinyurl API

ﺕﻼﺳﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ - ﻥﻮﺘﯾﺎﭘ

ﺮﺒﺘﻌﻣ ﻩﺩﻭﺪﺤﻣ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺪﯿﻠﮐ ﮏﯾ ﺵﺯﺭﺍ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

Python - ﺭﺩ ﻩﺪﺷ ﺪﯿﻟﻮﺗ ﯼﺎﻫﺭﺍﺩﻮﻤﻧ NetworkX ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Matplotlib ﺪﯿﻨﮐ ﻢﺴﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ O(n) ﻢﺴﺠﺗ

Python - ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺵﺯﺭﺍ ﺖﺴﯿﻟ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﺍﺭ ﻥﺎﺴﮑﯾ ﻩﺯﺍﺪﻧﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ Python 3 ﻝﻭﮊﺎﻣ ﺶﻟﺎﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺳﻭﺎﮔ ﺐﺳﺎﻨﺗ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯽﻠﺒﻗ ﯼﺭﺎﮐ ﺯﻭﺭ ﻦﯾﺮﺧﺁ

؟ﻢﯿﻨﮐ ﺪﯿﻟﻮﺗ ﺮﮕﯾﺩ ﺦﯾﺭﺎﺗ ﻭﺩ ﻦﯿﺑ ﯽﻓﺩﺎﺼﺗ ﺦﯾﺭﺎﺗ k ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﺻﺎﻨﻋ ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺯﺍ ﻩﺪﺷ ﺐﺗﺮﻣ ﺖﺴﯿﻟ ﮏﯾ ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺍﺭ ﯼﺪﻌﺑ ﺪﯿﻠﮐ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ PyTorch ﺭﺩ DataLoader ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ 3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺪﯿﻠﮐ ﻥﺍﻮﻨﻋ ﻪﺑ ﺖﺴﯿﻟ ﮏﯾ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ axis=1 ﻭ axis=0 ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ cbind ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﺍﺭ «ﻥﺎﺴﻤﻫﺎﻧ» ﯽﻧﺎﻣﺯ ﯼﺎﻫﯼﺮﺳ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﯽﺻﺎﺧ ﻥﻮﺘﺳ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ csv ﻞﯾﺎﻓ ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ BeautifulSoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ HTML ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﺲﮐﺪﻨﯾﺍ ﺭﺩ ﺍﺭ ﺍﺪﻧﺎﭘ ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﺩﺍﺩ ﺮﯿﯿﻐﺗ ﺍﺭ Matplotlib ﺭﺩ ﺩﻮﺟﻮﻣ ﻞﮑﺷ ﻪﻧﻮﻤﻧ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺪﺷﺎﺑ 1 ﻭ 0 ﻦﯿﺑ ﺎًﻘﯿﻗﺩ ﺮﯾﺩﺎﻘﻣ ﺎﺗ ﻢﯿﻨﮐ ﯼﺩﺎﻋ ﺍﺭ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯾﻮﺸﻧ ﺭﺎﺘﻓﺮﮔ ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻡﺎﮕﻨﻫ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺯﺎﺑ PIL ﺭﺩ URL ﺯﺍ ﺍﺭ ﺮﯾﻮﺼﺗ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺕﺭﺎﻈﻧ ﻭ ﻝﺮﺘﻨﮐ ﯼﺎﻫ ﻩﺎﮕﺘﺳﺩ :ﺎﯿﺷﺍ ﺖﻧﺮﺘﻨﯾﺍ ﯼﺩﺮﺑﺭﺎﮐ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ROS ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﺕﺎﺑﺭ ﻝﺮﺘﻨﮐ ﻭ ﺖﺧﺎﺳ :ﮏﯿﺗﺎﺑﺭ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

ﯼﺭﺎﺠﻨﻫﺎﻧ ﺺﯿﺨﺸﺗ ﻭ ﯽﻨﯿﺑ ﺶﯿﭘ :ﯽﻧﺎﻣﺯ ﯼﺎﻫ ﯼﺮﺳ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ

؟ﮒﺭﺰﺑ ﻑﻭﺮﺣ ﯼﺍﺮﺟﺍ ﺮﺜﮐﺍﺪﺣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﯽﻌﻗﺍﻭ ﻪﺘﺷﺭ ﻥﺩﺭﻭﺁ ﺖﺳﺩ ﻪﺑ ﯼﺍﺮﺑ ﺶﺧﺮﭼ ﺩﺍﺪﻌﺗ ﻞﻗﺍﺪﺣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯾﺯﺎﺴﺑ ﮓﻨﯿﻟﻭﺭ ﻦﯿﮕﻧﺎﯿﻣ ﺎﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﺕﻼﭘ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ ﻩﺩﺍﺩ ﻁﺎﻘﻧ ﺎﺑ Boxplot ﻥﻮﺘﯾﺎﭘ ﺭﺩ Seaborn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻦﺘﺷﺍﺪﻧ ﺖﺳﻭﺩ ﻭ ﮏﯾﻻ ﺩﺍﺪﻌﺗ ﻥﺩﺮﮐ ﺍﺪﯿﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺩﻭﺪﺤﻣ ﮏﯾ ﺭﺩ ﯽﻔﻨﻣ ﺩﺍﺪﻋﺍ ﻡﺎﻤﺗ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺩﻭﺪﺤﻣ ﮏﯾ ﺭﺩ ﺖﺒﺜﻣ ﺩﺍﺪﻋﺍ ﻡﺎﻤﺗ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﺷ ﻩﺩﺍﺩ ﺖﺴﯿﻟ ﺭﺩ ﯼﻮﻗ ﺩﺍﺪﻋﺍ ﻡﺎﻤﺗ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﯼﺍﺮﺟﺍ ﺖﺴﺗ ﻡﺎﺠﻧﺍ

ﺎﻣﺎﮐ ﺎﺑ ﻩﺪﺷ ﺍﺪﺟ ﻪﺘﺷﺭ ﻥﺩﺮﮐ ﺩﺭﺍﻭ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Dispatch Decorator ﻩﺭﺎﺑﺭﺩ ﻪﻟﺎﻘﻣ

ﺪﯿﻫﺩ ﺶﯾﺎﻤﻧ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺹﺎﺧ ﻩﺎﻣ ﮏﯾ ﯼﺎﻫ ﺦﯾﺭﺎﺗ ﻡﺎﻤﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﯿﻌﻣ ﻝﺎﺳ ﮏﯾ ﯼﺎﻫ ﻪﺒﻨﺸﮑﯾ ﻡﺎﻤﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻝﺎﻨﯿﻣﺮﺗ ﺭﺩ ﺮﯾﻭﺎﺼﺗ ﺶﯾﺎﻤﻧ

Fortran ﺐﯿﺗﺮﺗ ﻪﺑ NumPy ﻪﯾﺍﺭﺁ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﻭﺎﻨﺷ ﺕﺭﻮﺻ ﻪﺑ ﯽﻤﻠﻋ ﺩﺎﻤﻧ ﺶﯾﺎﻤﻧ

Pandas DataFrame ﮏﺒﺳ ﻪﺑ ﺍﺭ Heatmap ﺪﯿﻫﺩ ﺶﯾﺎﻤﻧ

Pandas DataFrame ﺪﯿﻫﺩ ﺶﯾﺎﻤﻧ ﻝﻭﺪﺟ ﮏﺒﺳ ﻪﺑ ﺍﺭ

ﻝﺎﺜﻣ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﺎﻤﯿﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ ﺐﻟﻮﮐ ﻞﮔﻮﮔ ﺭﺩ ﺍﺭ Flask ﻦﺸﯿﮑﯿﻠﭘﺍ ﻪﻧﻮﮕﭼ

ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺱﺎﺳﺍ ﺮﺑ ﻝﻮﺼﺤﻣ ﻪﯿﺻﻮﺗ ﻢﺘﺴﯿﺳ ﯽﺣﺍﺮﻃ

؟ﻢﯾﻮﺷ ﻩﺩﺍﺩ ﺪﻨﻤﺸﻧﺍﺩ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﺍﺭ ﺪﯾﺮﮔ ﻮﺠﺘﺴﺟ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺮﮑﻠﻤﻋ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﻍﺍﺩ ﯼﺭﺍﺬﮔﺪﮐ ﮏﯾ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺮﺘﺸﻣ ﯼﺪﻌﺑ ﺪﯾﺮﺧ ﯽﻨﯿﺑﺶﯿﭘ

TF-IDF ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﺭﺩ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ GPU ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺕﺭﺎﻈﻧ ﻥﻭﺪﺑ ﺭﺎﺸﺘﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﺯﺍ ﯽﻌﺑﺮﻣ ﯼﺎﻫ ﺖﮐﺍﺮﺑ ﻑﺬﺣ ﻩﻮﺤﻧ

ﻢﯿﻨﮐ ﺝﺭﺎﺧ ﻩﺩﺮﺸﻓ ﺖﻟﺎﺣ ﺯﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻞﭘﺎﺗ ﺯﺍ ﯽﺘﺴﯿﻟ ﻪﻧﻮﮕﭼ

Python - ﺖﺳﺮﻬﻓﺪﯿﻨﮐ ﻑﺬﺣ ﺪﻧﺭﺍﺩ ﺩﻮﺟﻭ ﯼﺮﮕﯾﺩ ﯽﻋﺮﻓ ﺖﺳﺮﻬﻓ ﺭﺩ ﻪﮐ ﺍﺭ ﯽﻋﺮﻓ ﯼﺎﻫ

ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺴﯿﻟ ﺯﺍ ﯼﺮﻨﺸﮑﯾﺩ ﻑﺬﺣ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫ ﻪﺘﮑﯾﺩ ﻑﺬﺣ - ﻥﻮﺘﯾﺎﭘ

Python - ﻪﺘﺷﺭ ﺯﺍ ﻪﺘﺳﺍﻮﺧﺎﻧ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻑﺬﺣ

Python - ﺏﺮﺿ ﻭ ﺭﺍﺮﮑﺗ ﺖﺴﯿﻟ ﺪﻧﻮﺴﭘ

ﺪﯿﻨﮐ ﺭﺍﺮﮑﺗ K ﺎﺗ ﺍﺭ ﻪﺘﺷﺭ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﯼﺎﻫ ﺖﻔﺟ - ﻥﻮﺘﯾﺎﭘ

ﺲﯾﺮﺗﺎﻣ ﺭﺩ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ - ﻥﻮﺘﯾﺎﭘ

ﻞﭘﺎﺗ ﻪﺑ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻫﺪﯿﻠﮐ ﻥﺩﺮﮐ ﺯﺎﺑ - ﻥﻮﺘﯾﺎﭘ

ﺖﺳﺭﺩﺎﻧ ﺮﺼﻨﻋ ﺎﺗ ﺮﯾﺩﺎﻘﻣ - ﻥﻮﺘﯾﺎﭘ

Spaces ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻫﺪﯿﻠﮐ ﺯﺍ ﺍﺭ

ﺪﯿﻨﮐ ﻑﺬﺣ String ﺯﺍ Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Substring ﺖﺴﯿﻟ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻬﺘﻧﺍ ﺯﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﺮﯾﺯ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﮏﯾ ﺯﺍ ﻪﯿﻟﻭﺍ ﻪﻤﻠﮐ ﻑﺬﺣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﻭﺩ ﺩﺎﺤﺗﺍ ﺕﺎﯿﻠﻤﻋ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻑﻭﺮﺣ ﯼﺍﺭﺍﺩ ﻂﻘﻓ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﯽﯾﺎﻫ

ﯼﺪﻌﺑ ﺪﻨﭼ Numpy ﻪﯾﺍﺭﺁ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﻥﻮﺘﺳ ﻪﺑ ﯽﺳﺮﺘﺳﺩ ﯼﺍﺮﺑ ﯼﺍ ﻪﻣﺎﻧﺮﺑ

ﻝﺎﺳ ﮏﯾ ﯼﺍﺮﺑ ﺖﻣﺎﯿﻗ ﺯﻭﺭ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺎﻫ ﻢﯾﺍﺩﺍﺭﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻓﺮﺸﯿﭘ ﯼﺎﻫﺭﺍﻮﻧ

ﺪﻨﮐ ﯽﻣ ﻪﺋﺍﺭﺍ K ﺮﯾﺩﺎﻘﻣ ﺎﺑ ﺖﺴﯿﻟ ﻭﺩ ﺯﺍ ﺍﺭ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﮏﯾ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﻨﮐ ﯽﻣ ﺖﻓﺎﯾﺭﺩ ﻭ ﺪﺘﺳﺮﻓ ﯽﻣ ﻡﺎﯿﭘ ﯼﺮﺘﺸﻣ ﺯﺍ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻝﺎﺘﮐﺍ ﺩﺪﻋ ﻭﺩ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻪﺑ itertools.product ﻝﺎﻤﻋﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻼﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﺭﺎﮐ ﺶﻠﻓ ﺖﺧﺎﺳ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺑ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ pyglet ﻪﻧﺎﺨﺑﺎﺘﮐ ﯽﻓﺮﻌﻣ

؟ﺪﻨﻣﺍﺪﮐ Seaborn ﺭﺩ ﺩﻮﺟﻮﻣ ﻒﻠﺘﺨﻣ ﺕﺎﻌﻄﻗ

؟ﺖﺴﯿﭼ ﺩﺍﺯﺎﯾﺭﺩ ﺭﺩ ﺭﻮﮕﯿﻓ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﮏﺒﺳ

ﻪﻧ ﺎﯾ ﺪﻨﺘﺴﻫ ﯽﻧﺎﮔﮊﺍﻭ ﺐﯿﺗﺮﺗ ﻪﺑ ﻪﺘﺷﺭ ﺮﺻﺎﻨﻋ ﻡﺎﻤﺗ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥ

ﺮﯿﺧ ﺎﯾ ﺪﻨﺘﺴﻫ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺐﯿﺗﺮﺗ ﻥﺎﻤﻫ ﻪﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﮏﯾ ﺮﯾﺩﺎﻘﻣ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﺎﯾﺭﺩ ﺭﺍﺩﻮﻤﻧ ﻪﺑ ﺍﺭ matplotlib ﺽﺮﻓ ﺶﯿﭘ ﺭﺍﺩﻮﻤﻧ ﻪﻧﻮﮕﭼ

String ﺯﺍ ﯽﺑﺎﺴﺣ ﺕﺎﯿﻠﻤﻋ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﺪﻫﺩ ﯽﻣ ﺶﯾﺍﺰﻓﺍ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﻪﻧﻮﮕﭼ ﻭ ﺖﺴﯿﭼ Seaborn ﺭﺩ ﺭﻮﮕﯿﻓ ﯽﺳﺎﻨﺷ ﯽﯾﺎﺒﯾﺯ ﺯﺍ ﻑ

ﻪﺘﺷﺭ ﮏﯾ ﻪﺑ ﺖﺴﯿﻟ ﮏﯾ ﺮﺻﺎﻨﻋ ﻡﺎﻤﺗ ﻕﺎﺤﻟﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﺩﻮﺷ ﯽﻣ ﻡﺎﺠﻧﺍ ﺎﻫﺭﺍﺩﻮﻤﻧ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ Seaborn ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺭﺎﮑﺘﺳﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ ﺍﺭ ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ seaborn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻪﺘﺷﺭ Kth ﺺﺧﺎﺷ ﺕﺎﻤﻠﮐ ﻕﺎﺤﻟﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﮏﯾ ﻪﺑ ﺢﯿﺤﺻ ﺭﺍﺪﻘﻣ ﻭﺩ ﻕﺎﺤﻟﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﺩﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻦﻣ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﺹﺎﺧ ﯼﺎﻫ ﻥﻮﺘﺳ ﺎﯾ ﺎﻫﺮﻄﺳ ﺏﺎﺨﺘﻧﺍ ﻭ ﻥﺩﺮﮐ ﺮﺘﻠﯿﻓ ﯼﺍﺮﺑ

؟ﺩﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﺳ ﺪﻨﭼ ﺎﯾ ﮏﯾ ﺱﺎﺳﺍ ﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺍﺮﺑ Seaborn ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻑﺍﺮﺤﻧﺍ ﺎﯾ ﻦﯿﮕﻧﺎﯿﻣ ﺪﻨﻧﺎﻣ ،ﺎﻫ ﻩﺩﺍﺩ ﯼﻭﺭ ﺕﺎﺒﺳﺎﺤﻣ ﻡﺎﺠﻧﺍ ﯼﺍﺮﺑ

؟ﺖﺴﯿﭼ ﻥﺎﮔﺩﺍﺯﺎﯾﺭﺩ ﺭﺩ ﺪﯿﻔﺳ ﺭﻮﮕﯿﻓ ﻞﯾﺎﺘﺳﺍ ﺯﺍ ﻑﺪﻫ

ﻥﻮﺘﯾﺎﭘ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻥﺎﯿﻣ ﺭﺩ ﺞﯾﺍﺭ ﺩﺭﺍﻮﻣ ﻦﺘﻓﺎﯾ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Darkgrid ﻪﺑ ﺍﺭ ﺭﻮﮕﯿﻓ ﻞﯾﺎﺘﺳﺍ Seaborn ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﺖﺴﯿﭼ Seaborn ﺭﺩ Whitegrid ﻪﺑ ﺭﻮﮕﯿﻓ ﻞﯾﺪﺒﺗ ﻩﺍﺭ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Seaborn ﺭﺩ Dark ﻪﺑ ﺍﺭ ﺭﻮﮕﯿﻓ ﻞﯾﺎﺘﺳﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Seaborn ﺭﺩ Ticks ﻪﺑ ﺍﺭ ﺭﻮﮕﯿﻓ ﻞﯾﺎﺘﺳﺍ ﻪﻧﻮﮕﭼ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺖﻘﺑﺎﻄﻣ regex ﺖﺴﯿﻟ ﺎﺑ ﻪﺘﺷﺭ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ CMYK ﻭ CMY ﯽﮕﻧﺭ ﯼﺎﻫ ﻝﺪﻣ

؟ﺩﺮﮐ ﺝﺭﺎﺧ ﯼﺎﯾﺭﺩ ﺭﺩ ﺡﺮﻃ ﺯﺍ ﺍﺭ ﺮﺒﺗ ﺕﺍﺮﻘﻓ ﻥﻮﺘﺳ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Seaborn ﺭﺩ ﺍﺭ ﻪﻌﻄﻗ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

ﺪﯿﻫﺩ ﺮﯿﯿﻐﺗ PyTorch ﺭﺩ ﺍﺭ ﺭﻮﺴﻨﺗ ﯼﺎﻤﻧ

ﺪﺳﺭ ﯽﻣ ﻥﺎﯾﺎﭘ ﻪﺑ ﺎﯾ ﻉﻭﺮﺷ Pandas DataFrame ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﮏﯾ ﺎﺑ ﻥﻮﺘﺳ ﮏﯾ ﺎﯾﺁ ﻪﮐ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻑﺍ ﯼﺩ ﯽﭘ ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﯼﺍ ﻪﺘﺷﺭ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻩﺪﺷ ﻉﻭﺮﺷ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻋﻮﺿﻮﻣ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺪﯿﻨﮐ ﮎﺎﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ LRU ﺶﮐ

ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯼﺍ ﻪﺷﻮﺧ ﯼﺮﯿﮔ ﻪﻧﻮﻤﻧ

Pillow ﻭ Keras، TensorFlow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯾﻮﺼﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﺴﮐﺍ ﺭﺩ ﺭﺍﺪﻘﻣ ﺮﯿﯿﻐﺗ

CLAHE – OpenCV ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﯼﻭﺎﺴﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﺭﺩ ﺕﺎﻤﻠﮐ ﻝﻮﻃ ﻦﺘﻓﺎﯾ

kv ﻞﯾﺎﻓ ﺎﺑ Python Kivy ﺭﺩ ﺎﻫ ﻪﻤﮐﺩ ﺎﺑ ﺭﺎﮐ

ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﺎﺑ ﺭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺶﻟﺎﺑ ﺭﺩ ﺮﯾﻮﺼﺗ ﻩﺩﺍﺩ ﻉﻮﻧ ﺎﺑ ﺭﺎﮐ

wxPython ﻝﻭﮊﺎﻣ ﯽﻓﺮﻌﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ NSE ﺭﺍﺰﺑﺍ ﻝﻭﮊﺎﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Plotly-online ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Psycopg2 ﻝﻭﮊﺎﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﺪﻋ ﻡﺎﻏﺩﺍ ﯼﺍﺮﺑ ﻥﻮﺴﭙﻤﯿﺳ ﻥﻮﻧﺎﻗ ﯼﺯﺎﺴﻟﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺑﺎﺛ ﻥﺎﯾﺮﺟ ﯼﮊﺮﻧﺍ ﻪﻟﺩﺎﻌﻣ ﯼﺯﺎﺴﻟﺪﻣ

Pyspark ﺭﺩ Dropna ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺮﮐ ﮎﺎﭘ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ XML ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫ ﺖﺴﯿﻟ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ JSON ﻪﺑ ﺍﺭ Scrapy ﺩﺭﺍﻮﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Dataframe Pandas ﻪﺑ ﺍﺭ Sklearn ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯾﻮﺷ ﻞﯾﺪﺒﺗ ﻩﺩﺍﺩ ﻉﻮﻧ ﻦﯾﺮﺘﻬﺑ ﻪﺑ ﺭﺎﮐﺩﻮﺧ ﺕﺭﻮﺻ ﻪﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻪﺘﻓﺎﯾ ﺖﺧﺎﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺭﺎﺘﺧﺎﺳ ﻥﻭﺪﺑ ﯼﺎﻫ ﻩﺩﺍ

؟ﺩﺮﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ Pytorch 3D ﺭﻮﺴﻧﺎﺗ ﮏﯾ ﺭﺩ ﺮﺻﺎﻨﻋ ﻪﺑ ﺢﯿﺤﺻ ﺭﻮﻃ ﻪﺑ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﺍﺪﻧﺎﭘ ﻥﻮﺘﺳ ﺭﺩ ﺍﺭ ﺹﺎﺧ ﺵﺯﺭﺍ ﯼﺎﻫﺩﺍﺪﺧﺭ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺱﻼﮐ ﮏﯾ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ﺩﺍﺪﻌﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ ﺎﺒﯾﺯ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﻂﺑﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ Pandas Dataframe ﺭﺩ ﺍﺭ ﯼﺭﺍﺮﮑﺗ ﺩﺭﺍﻮﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺵﺭﺎﻤﺷ ﺍﺪﻧﺎﭘ ﯽﻫﻭﺮﮔ ءﯽﺷ ﮏﯾ ﺭﺩ ﺍﺭ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﻮﺳﺍﻮﭘ ﻝﺎﻤﺘﺣﺍ ﻡﺮﺟ ﻊﺑﺎﺗ ﺭﺍﺩﻮﻤﻧ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺖﺴﯿﻟ ﻦﯾﺪﻨﭼ ﺯﺍ Dataframe PySpark ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﺴﯾﻮﻨﺑ ﺪﮐ ﺮﺛﻮﻣ ﺭﻮﻃ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ COVID19 ﻩﺩﺍﺩ ﺶﯾﺎﻤﻧ ﯽﮑﯿﻓﺍﺮﮔ ﻂﺑﺍﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺦﯾﺭﺎﺗ ﻪﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺍﺭ Datetime ﻪﻧﻮﮕﭼ

؟ﻢﯾﻮﺷ ﻞﺼﺘﻣ ﯼﺎﻓ ﯼﺍﻭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻝﺮﺘﻨﮐ ﺎﺠﮐ ﺮﻫ ﺯﺍ ﺍﺭ ﺮﺗﻮﯿﭙﻣﺎﮐ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Tensor ﻪﺑ ﺍﺭ Numpy ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺎﺳ ﺕﺎﺑ ﺖﭼ ﮏﯾ Errbot ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ PyAutoGUI ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Arcade ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻑﺮﺑ ﺖﮑﻓﺍ ﺩﺎﺠﯾﺍ

؟ﻢﯿﻨﮐ ﯼﺪﻨﺑ ﻥﺎﻣﺯ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻩﺩﺎﺳ ﯼﺎﻫ ﮓﻧﺯ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺯﺎﺳ ﻪﯿﺒﺷ ﺍﺭ ﺱﻭﺎﻣ ﺕﺎﮐﺮﺣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Ordereddict ﻪﺑ ﺍﺭ JSON ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Pandas DataFrame ﺭﺩ Datetime ﻪﺑ ﺍﺭ Float ﻪﻧﻮﮕﭼ

؟ﻢﯾﻮﺷ ﻞﺼﺘﻣ ﺩﺭﺍﺩ ﺭﺍﺮﻗ ﻪﻈﻓﺎﺣ ﺭﺩ ﻪﮐ SQLite ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ Numpy ﯼﺪﻌﺑ 2 ﻪﯾﺍﺭﺁ ﻪﺑ ﺍﺭ ﺎﻫ ﻞﭘﺎﺗ ﯼﺪﻌﺑ 1 ﻪﯾﺍﺭﺁ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﯼﺪﻌﺑ ﻭﺩ ﻪﯾﺍﺭﺁ ﻪﺑ ﻥﻮﺘﺳ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﯼﺪﻌﺑ 1 ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻞﺴﮐﺍ ﻝﺎﯾﺮﺳ ﺦﯾﺭﺎﺗ ﻩﺭﺎﻤﺷ ﻪﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ datetime.datetime ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﺎﺒﻟ ﺮﯾﻭﺎﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ N-List ﺯﺍ ﺖﺴﯿﻟ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺯﺎﺴﺑ ﺖﯿﻌﻤﺟ ﻡﺮﻫ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

Tuple List ﺭﺩ Index ﻦﯿﻣﺍN ﯼﺍﺮﺑ ﺩﺭﻮﮐﺭ K ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﻝﻭﺍ ﺮﺼﻨﻋ ﺱﺎﺳﺍ ﺮﺑ ﺎﻫ ﺖﺴﯿﻟ ﺯﺍ ﺖﺴﯿﻟ ﻭﺩ ﻡﺎﻏﺩﺍ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻞﭘﺎﺗ ﺯﺍ ﯽﺘﺴﯿﻟ ﺭﺩ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ ﻭ ﻞﻗﺍﺪﺣ ﻦﺘﻓﺎﯾ

ﺲﯾﺮﺗﺎﻣ ﯼﺎﻫ ﻥﻮﺘﺳ ﺭﺩ ﺕﻭﺎﻔﺗ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﻩﺩﻭﺪﺤﻣ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻡﺎﻏﺩﺍ - ﻥﻮﺘﯾﺎﭘ

ﯽﻟﺍﻮﺘﻣ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻉﻮﻤﺠﻣ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﯽﻟﺍﻮﺘﻣ ﯽﻋﺮﻓ ﺖﺳﺮﻬﻓ ﻦﯿﮕﻧﺎﯿﻣ – ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﺻﺎﻨﻋ ﻦﯿﺑ ﻪﻠﺻﺎﻓ ﺮﺜﮐﺍﺪﺣ ﻦﺘﻓﺎﯾ

ﺪﯿﻠﮐ ﯼﻭﺎﺴﻣ ﯼﺎﻫ ﺖﻔﺟ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﻭﺩ ﺯﺍ ﻞﻗﺍﺪﺣ ﻭ ﺮﺜﮐﺍﺪﺣ ﺭﺍﺪﻘﻣ ﻦﺘﻓﺎﯾ

ﯽﻋﺮﻓ ﯼﺎﻫ ﺖﺳﺮﻬﻓ ﺮﺼﻨﻋ ﻡﺎﻏﺩﺍ – ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺒﺼﻋ ﻦﯿﺷﺎﻣ ﻪﻤﺟﺮﺗ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ BLEU ﺯﺎﯿﺘﻣﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﯿﺑ ﻩﺩﺎﺳ ﺩﺮﮑﯾﻭﺭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻨﺘﻣ ﺩﺎﻨﺳﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﻪﺑ ﻥﺎﺑﺯ ﻦﯿﯿﺒﺗ

Deep Autoencoder ﺭﺩ ﺍﺭ PyTorch ﯼﺍﺮﺑ Image Reconstructionp ﺪﯿﻨﮐ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ TensorFlow ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ (SVM) ﻥﺎﺒﯿﺘﺸﭘ ﺭﺍﺩﺮﺑ ﯼﺎﻫ ﻦﯿﺷﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﺻﻮﺗ ﻢﺘﺴﯿﺳ

PCA - Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﺩﺎﻌﺑﺍ ﺶﻫﺎﮐ

Scikit Learn ﺭﺩ ﺩﺮﮑﻠﻤﻋ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺪﻨﺑ ﻪﺷﻮﺧ

؟ﻢﯿﻨﮐ ﮎﺎﭘ DataFrame Pandas ﮏﯾ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

SVM ﺭﺩ ﺕﺎﺤﻔﺻ ﯼﺯﺎﺳﺍﺪﺟ

ﺩﺮﻔﻨﻣ ﺭﺍﺪﻘﻣ ﻪﯾﺰﺠﺗ

؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ ﻭ ﻞﺼﺘﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ PostgreSQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﻪﺑ ﺍﺭ SQL ﯼﺎﻫﻮﺟ ﻭ ﺱﺮﭘ ﻪﻧﻮﮕﭼ

PyTorch ﺭﺩ ﺭﻮﺴﻨﺗ ﺕﺎﯿﻠﻤﻋ

TfLearn ﺭﺩ ﻥﺁ ﺐﺼﻧ ﻭ TensorFlow

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Base64 ﯼﺎﻫ ﻪﺘﺷﺭ ﯽﯾﺎﺸﮔﺰﻣﺭ ﻭ ﯼﺭﺍﺬﮔﺰﻣﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺶﻟﻭ ﯽﺗ ﺖﺴﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ name-tools ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻡﺎﻧ ﺖﯾﺮﯾﺪﻣ ﻭ ﻪﺴﯾﺎﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺕﺎﯿﻠﻤﻋ ﯼﺍﺮﺑ ﯽﮔﺪﯿﭽﯿﭘ ﺐﻠﻘﺗ ﻪﮔﺮﺑ

؟ﻢﯿﻨﮐ ﻩﺪﻫﺎﺸﻣ Seaborn ﺭﺩ ﺍﺭ axes_style ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺯﺍ ﯽﺸﺨﺑ ﻪﺘﺷﺭ ﺮﯾﺯ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪ

Python Networkx ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻑﺍﺮﮔ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺮﯾﺎﺳ ﻭ ﻝﺎﺼﺗﺍ ،ﯼﺪﻨﺑ ﻪﺷﻮﺧ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺪﯿﻠﮐ ﻥﺍﻮﻨﻋ ﻪﺑ ﻞﭘﺎﺗ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﺘﺷﺭ ﺭﺩ ﺍﺭ ﯼﺩﺪﻋ ﺪﻧﻮﺴﭘ - ﻥﻮﺘﯾﺎﭘ

Python - ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻡﺎﻗﺭﺍ ﻭ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺯﺍ ﯼﺍ ﻪﻟﺎﺒﻧﺩ ﻦﯿﺑ ﯽﻟﺎﻤﺘﺣﺍ ﻢﯿﺴﻘﺗ

K ﺭﺍﺪﻘﻣ ﺮﻫ ﯼﺪﻨﺑ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ

ﺪﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ D ﯼﺎﻫﻪﯾﺍﺭﺁ ﯼﺎﻫﺭﺍﺩﺮﺑ ﯽﻠﺧﺍﺩ ﺏﺮ

ﺪﯿﻨﮐ ﻪﺒﺳﺎﺤﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﺭﺍﺩﺮﺑ ﻭﺩ ﯽﻧﻭﺮﯿﺑ ﺏﺮﺿ ﻞﺻﺎﺣ

ﻪﺘﺷﺭ ﺭﺩ ﺕﻮﺼﻣ ﯼﺎﻫ ﺺﺧﺎﺷ - ﻥﻮﺘﯾﺎﭘ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻥﺎﺴﮑﯾ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻪﻤﻫ ﯼﻭﺎﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﯽﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﯽﻟﻮﺑ ﻕﺎﺤﻟﺍ ﯼﺍﺮﺑ ﯽﯾﺎﻫ ﻩﺍﺭ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Pygal ﺭﺩ ﺍﺭ ﻪﻧﺎﺴﻓﺍ ﺖﯿﻌﻗﻮﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﺍﺭ ﻪﻧﺎﺴﻓﺍ ﺖﯿﻌﻗﻮﻣ Plotly Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻌﺑ ﻭﺩ ﺖﺴﯿﻟ ﻪﺑ ﯼﺪﻌﺑ ﻪﺳ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﯼﺎﻫ ﺵﻭﺭ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﺍﺭ PyGame ﻥﻮﮑﯾﺁ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﯽﻟﻮﺑ ﺮﯾﺩﺎﻘﻣ ﻞﯾﺪﺒﺗ ﯼﺎﻫ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﻪﮐﻮﺑ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﮏﯿﺗ ﺐﺴﭼﺮﺑ ﻩﺯﺍﺪﻧﺍ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ

؟ﺖﺳﺍ ﺍﺮﺟﺍ ﻝﺎﺣ ﺭﺩ ﺲﮐﻮﻨﯿﻟ ﺭﺩ ﯽﺘﭙﯾﺮﮑﺳﺍ ﺮﻫ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻮﮕﻨﺟ ﻪﺨﺴﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻞﯾﺎﻓ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﺯﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﺭﺍﺮﮑﺗ ﻞﺑﺎﻗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺯﺍ ﺭﺍﺪﻘﻣ ﯼﺍﺭﺍﺩ Pandas ﻥﻮﺘﺳ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﻩﺪﺷ ﺐﺼﻧ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﺪﻨﮐ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ GPU ﺯﺍ Tensorflow ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﺪﻨﺘﺴﻫ ﺖﺑﺎﺛ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫﻩﺩﺍﺩ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻩﺪﺷ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺎﻫ ﻩﺩﺍﺩ ﺭﺩ ﺵﻭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﯾﺎﺳ ﺏﻭ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻥﺎﻣﺯ ﯽﺳﺭﺮﺑ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺪﻘﻣ ﮏﯾ ﺮﺑﺍﺮﺑ ﺭﺩ ﺍﺭ ﺮﯿﻐﺘﻣ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ ﯼﺍﺮﺟﺍ ﻥﺎﻣﺯ ﻪﻧﻮﮕﭼ

ﺎﻫ ﻩﺩﺍﺩ ﻊﯾﺯﻮﺗ ﺭﺩ ﺵﻭﺎﮐ

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ NumPy ﻪﯾﺍﺭﺁ ﺭﺩ ﻩﺪﺷ ﺺﺨﺸﻣ ﺮﯾﺩﺎﻘﻣ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﻪﻧ ﺎﯾ ﺖﺳﺍ ﻪﺘﻔﻫ ﺯﻭﺭ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻩﺪﺷ ﻞﺣ ﻝﺎﺜﻣ ﺎﺑ K-Medoids ﯼﺪﻨﺑ ﻪﺷﻮﺧ

؟ﺖﺳﺍ ﺮﻔﺻ ﺮﯿﻏ ﻩﺪﺷ ﻩﺩﺍﺩ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﺮﺼﻨﻋ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ ﺕﻭﺎﻔﺘﻣ ﻝﺎﻤﺘﺣﺍ ﺎﺑ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﯼﺮﺻﺎﻨﻋ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

Synsets ﺭﺩ ﻪﻤﻠﮐ ﮏﯾ ﯼﺍﺮﺑ WordNet ﺭﺩ NLP

؟ﻢﯿﻨﮐ ﮓﻧﺭ Scatterplot ﺮﯿﻐﺘﻣ ﮏﯾ ﻂﺳﻮﺗ Matplotlib ﺭﺩ ﻪﻧﻮﮕﭼ

ﻪﻠﻤﺟ ﮏﯾ ﺭﺩ ﻒﻗﻮﺗ ﺕﺎﻤﻠﮐ ﻥﺩﺮﮐ ﺮﺘﻠﯿﻓ ﻭ ﺭﺰﯾﺎﻨﮐﻮﺗ ﺵﺯﻮﻣﺁ

؟ﻢﯿﻨﮐ ﺐﯿﮐﺮﺗ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺍﺭ Multiple Aggregate ﻭ Groupby ﻊﺑﺍﻮﺗ ﻪﻧﻮﮕﭼ

NLP ﺭﺩ Unigram Tagger ﺵﺯﻮﻣﺁ

؟ﻢﯿﻨﮐ ﺭﺍﺮﻗﺮﺑ Node.js ﻭ Python ﻦﯿﺑ ﺍﺭ JSON ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻥﻮﻠﮐ ﻥﻮﺘﯾﺎﭘ ﺭﺩ pywebcopy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺏﻭ ﻪﺤﻔﺻ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﮏﯿﻠﮐ ﭖﺮﺘﺳﺍ ﺕﻮﺑ ﯼﺎﻫ ﺐﺗ ﺯﺍ href ﺪﻧﻮﯿﭘ ﯼﻭﺭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﺵﻮﻣﺎﺧ ﺎﯾ ﻦﺷﻭﺭ ﺮﺑﺭﺎﮐ ﺖﻧﺮﺘﻨﯾﺍ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﯽﻟﺎﺧ PyMongo ﺎﻤﻧ ﻥﺎﮑﻣ ﻪﮐ ﺩﺮﮐ ﯽﺳﺭﺮﺑ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻝﺎﻓ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ PySpark ﻢﯾﺮﻓﺎﺘﯾﺩ ﮏﯾ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﺮﯾﺯ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PyQt5 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﯾﺎﻣ 1/4 ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ

ﻩﺮﻣﺯﻭﺭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺕﻼﮑﺸﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻪﻌﻄﻗ 10

ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﻞﯾﺎﻓ ﻢﺘﺴﯿﺳ ﺵﻭﺭ 10

؟ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﺴﮐﺍ ﺭﺩ ﺍﺭ ﺦﯾﺭﺎﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺍﺰﻓﺍ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ ﺖﻋﺮﺳ cuDF ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺩﺍﺩ ﺶﯾﺍﺰﻓﺍ Modin ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻂﺧ ﮏﯾ ﺮﯿﯿﻐﺗ ﺎﺑ ﺍﺭ ﺎﻫﺍﺪﻧﺎﭘ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﺴﻘﺗ ﺖﺴﯿﻟ ﻪﺑ ﺍﺭ ﻞﯾﺎﻓ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

Python Wand ﺭﺩ()path_curve_to_quadratic_bezier ﻊﺑﺎﺗ

؟ﻢﯿﻨﮐ ﻝﺎﺳﺭﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺸﻘﻧ ﻊﺑﺎﺗ ﮏﯾ ﻪﺑ ﺍﺭ ﻥﺎﻣﻮﮔﺭﺁ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﻮﺗﺭﺎﭘ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﺪﯿﻫﺩ ﻥﺎﺸﻧ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﺍﺭ 3 ﻉﻮﻧ ﻥﻮﺳﺮﯿﭘ ﻊﯾﺯﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮓﻧﻭﺁ ﻝﻭﮊﺎﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﺭﺩ ﺕﺭﺎﺒﻋ ﺝﺍﺮﺨﺘﺳﺍ

Pie Syntax (@) ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯿﻐﺘﻣ ﻭﺩ ﻦﯿﺑ ﻥﻮﺳﺮﯿﭘ ﯽﮕﺘﺴﺒﻤﻫ ﺖﺴﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺕﺎﻤﻠﮐ ﯼﻭﺭ ﺮﺑ ﺭﺍﺮﮑﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺳﺮﻬﻓ ﻖﯾﺮﻃ ﺯﺍ ﺭﺍﺮﮑﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﻮﯿﻨﻠﺳ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫﺪﻧﻮﯿﭘ ﻥﺩﺮﮐ ﺯﺎﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Python GTK+ 3 ﺭﺩ ﺭﺩﺎﮐ ﮏﯾ

ﺩﺮﻓ ﺲﻧﺎﮐﺮﻓ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺎﻫ ﻞﭘﺎﺗ ﺯﺍ ﯽﺘﺴﯿﻟ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

Python - ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﮏﯾ ﺯﺍ ﺮﺧﺁ ﻭ ﻝﻭﺍ ﺮﺘﮐﺍﺭﺎﮐ ﻭﺩ ﺯﺍ ﻩﺪﺷ ﻪﺘﺧﺎﺳ ﻪﺘﺷﺭ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﺎﻤﻠﮐ ﺯﺍ ﯼﺭﺎﺼﺘﺧﺍ ﺕﺎﻤﻠﮐ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﭘﺎﺗ ﺯﺍ ﯼﺮﻨﺸﮑﯾﺩ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻘﻠﺣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺎﻫ ﻞﭘﺎﺗ ﺖﺴﯿﻟ

wxPython ﺭﺩ ﺭﺍﺰﺑﺍ ﺭﺍﻮﻧ ﻦﯾﺪﻨﭼ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﺖﺴﯿﻟ ﮏﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻮﺗﺭﺩﻮﺗ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺩﺎﺠﯾﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻋﻮﻤﺠﻣ ﻭ ﻒﺻ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

Numpy ﺭﺩ()resize ﻭ()reshape ﺪﺘﻣ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﺱﻼﮐ ﮏﯾ ﻖﯿﻤﻋ ﻭ ﻖﻤﻋ ﻢﮐ ﯽﭙﮐ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﺪﯿﻨﮐ ﺐﺗﺮﻣ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ASCII ﺮﯾﺩﺎﻘﻣ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﻪﺘﺷﺭ

Pandas Dataframe ﺭﺩ ﻖﯿﻤﻋ ﯽﭙﮐ ﻭ ﻖﻤﻋ ﻢﮐ ﯽﭙﮐ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

Pandas Dataframe ﻭ Spark Dataframe ﺕﻭﺎﻔﺗ

()str.title ﻭ()str.capitalize ﻦﯿﺑ ﺕﻭﺎﻔﺗ

Pytorch ﺭﺩ ﺮﯿﻐﺘﻣ ﻭ ﺭﻮﺴﻧﺎﺗ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

Fernet (ﻥﺭﺎﻘﺘﻣ ﯼﺭﺍﺬﮔﺰﻣﺭ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﮕﻧﺰﻣﺭ ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

PyQt5 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺰﯾﻻﺍﻭﮋﯾﻭ ﯼﻮﺠﺘﺴﺟ ﯽﭼﺎﻧﻮﺒﯿﻓ

ﺎﻫ ﻪﺘﺷﺭ ﺯﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺖﺴﯿﻟ ﺱﺎﺳﺍ ﺮﺑ ﻪﺘﺷﺭ ﮏﯾ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

k ﻩﺯﺍﺪﻧﺍ ﻪﺑ ﯽﻧﺎﺷﻮﭙﻤﻫ ﯼﺎﻫ ﻪﺘﺷﺭ ﻪﺑ ﻪﺘﺷﺭ ﻢﯿﺴﻘﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﮎﺭﺩ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﺭﺩ ﺩﺮﻓ ﺩﺪﻋ ﺮﻫ ﻥﺩﺮﮐ ﻊﺑﺮﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

FileExtensionValidator – ﻮﮕﻨﺟ ﺭﺩ ﻞﯾﺎﻓ ﯼﺎﻫﺪﻧﻮﺴﭘ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺎﻫ ﻢﺘﯾﺁ ﺖﯿﻌﻗﻮﻣ ﯽﯾﺎﺠﺑﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

List ﺭﺩ j_th ﺮﺻﺎﻨﻋ ﺎﺑ i_th ﺾﯾﻮﻌﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺺﺧﺎﺷ ﺱﺎﺳﺍ ﺮﺑ Pandas DataFrame ﺮﺘﻠﯿﻓ

ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺮﯾﺩﺎﻘﻣ ﻭ ﺎﻫﺪﯿﻠﮐ ﺾﯾﻮﻌﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

Exclusion ﻂﺳﻮﺗ isin ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ PySpark ﻢﯾﺮﻓﺎﺘﯾﺩ ﮏﯾ ﻥﺩﺮﮐ ﺮﺘﻠﯿﻓ

ﻪﺘﺷﺭ ﮏﯾ ﺮﺘﮐﺍﺭﺎﮐ ﻦﯾﺮﺧﺁ ﻭ ﻦﯿﻟﻭﺍ ﺾﯾﻮﻌﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

.ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﺍﺪﻧﺎﭘ Dataframe ﮏﯾ ﯽﺳﺪﻨﻫ ﻦﯿﮕﻧﺎﯿﻣ

ﻡﻮﺳ ﺮﯿﻐﺘﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻭﺪﺑ ﺩﺪﻋ ﻭﺩ ﻪﻟﺩﺎﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺴﯿﻟ ﺭﺩ ﻥﺎﮕﯾﺎﺴﻤﻫ ﺮﯿﻏ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

NLP ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﯼﺩﻭﺭﻭ ﻪﻠﻤﺟ ﺎﺑ ﻞﯾﺎﻓ ﺭﺩ ﺍﺭ ﻪﻠﻤﺟ ﻦﯾﺮﺗ ﻪﺑﺎﺸﻣ

ﺮﯿﺧ ﺎﯾ ﺪﻧﺭﺍﺩ ﻪﻠﺻﺎﻓ ﻢﻫ ﺯﺍ K ﺮﺜﮐﺍﺪﺣ ﺖﺴﯿﻟ ﺭﺩ ﺮﺻﺎﻨﻋ ﻪﻤﻫ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺑ ﻥﻮﺘﯾ

Python-Matplotlib ﺭﺩ ﺎﻫﺭﻮﺤﻣ ﯼﺪﻨﺑ ﺐﻟﺎﻗ

ﻥﻮﺘﯾﺎﭘ Regex ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐﺎﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﭽﭙﮐ ﺩﺎﺠﯾﺍ

ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺮﺼﻨﻋ ﻭﺩ ﻪﻟﺩﺎﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﻭ ﺩﺍﺪﻋﺍ ﻂﻘﻓ ﻪﺘﺷﺭ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﻩﺪﯿﭽﯿﭘ ﯼﺎﻫ ﻪﺸﯾﺭ ﺎﺑ Chebys

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺖﺳﺮﻬﻓ ﺮﯾﺩﺎﻘﻣ ﺎﺑ ﯼﺮﻨﺸﮑﯾﺩ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﯼﺩﺎﻋ ﻊﯾﺯﻮﺗ ﺯﺍ ﯽﻓﺩﺎﺼﺗ ﺩﺪﻋ ﺞﻨﭘ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻥﺩﺮﮐ ﮒﺭﺰﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﯽﻓﺩﺎﺼﺗ ﻝﻭﮊﺎﻣ

HTML ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Tinyhtml ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﻡﺎﺧ ﯼﺎﻫ ﻪﺘﺷﺭ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺧﺍﻮﻨﮑﯾ ﻊﯾﺯﻮﺗ ﺯﺍ ﺍﺭ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻞﻓﺍﻭ ﺭﺍﺩﻮﻤﻧ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ pyWaffle ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Python regex - ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺭﻭﺎﻨﺷ ﺰﯿﻤﻣ ﻩﺭﺎﻤﺷ ﯼﺩﻭﺭﻭ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﻪﯿﻟﻭﺍ ﻪﺘﺴﺴﮔ ﻥﺎﻣﺯ ﯼﺎﻫ ﻝﺎﻨﮕﯿﺳ ﺪﯿﻟﻮﺗ

Python Regex ﺐﻠﻘﺗ ﻪﮔﺮﺑ

ﻪﻧﺪﺑ ﻭ ﺭﺪﻫ ﺎﺑ POST ﺖﺳﺍﻮﺧﺭﺩ - ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ

ﺩﻮﺷ ﯽﻣ ﺍﺮﺟﺍ ﺭﺎﺒﮑﯾ ﻪﻘﯿﻗﺩ 5 ﺮﻫ ﻪﮐ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

Pandas Dataframe ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺩﺎﺠﯾﺍ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﺍﺪﻧﺎﭘ Dataframe ﮏﯾ ﺹﺎﺧ ﻥﻮﺘﺳ ﺮﯾﺩﺎﻘﻣ ﺯﺍ ﯽﺘﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PostgreSQL BLOB ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ

pyjokes ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫ ﮎﻮﺟ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺮﯾﻮﺼﺗ ﺮﻫ ﺯﺍ ﺭﺍﺩﻪﻄﻘﻧ ﻦﺘﻣ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

MAC ﺱﺭﺩﺁ ﺯﺍ ﻩﺎﮕﺘﺳﺩ ﻩﺪﻨﺷﻭﺮﻓ ﻡﺎﻧ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺮﺗﻮﯿﭙﻣﺎﮐ ﺯﺍ ﺝﻭﺮﺧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺩﻭﺭﻭ ﻞﯾﺎﻓ ﺭﺩ ﻩﺮﯿﺧﺫ ﻭ ﻪﮑﺒﺷ ﻝﺎﺼﺗﺍ ﺮﺑ ﺕﺭﺎﻈﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺖﯾﺎﺳ ﺏﻭ ﺕﺍﺮﯿﯿﻐﺗ ﺮﺑ ﺕﺭﺎﻈﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺏﻭ ﺮﮔﺭﻭﺮﻣ ﮏﯾ ﻥﺩﺮﮐ ﺯﺎﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﭖﺎﺗ ﭗﻟ ﯼﺮﺗﺎﺑ ﺪﺻﺭﺩ ﻥﺩﺍﺩ ﻥﺎﺸﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﯽﺗﻮﺻ ﺕﺍﺭﻮﺘﺳﺩ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻤﺷ ﻪﻧﺎﯾﺍﺭ ﻥﺩﺮﮐ ﺵﻮﻣﺎﺧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺮﺗﻮﯿﭙﻣﺎﮐ ﺩﺪﺠﻣ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

ﺮﺗﻮﯿﭙﻣﺎﮐ ﻥﺩﺮﮐ ﺵﻮﻣﺎﺧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺖﭙﯾﺮﮑﺳﺍ

Python Seaborn - ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﺍﻮﻧ ﺡﺮﻃ ﺮﯾﻮﺼﺗ Catplot

ﻪﻣﺪﻘﻣ - ﻥﻮﺘﯾﺎﭘ ﻩﺪﺷ ﺐﺗﺮﻣ ﻑﻭﺮﻇ

ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ ﯽﻫﻭﺮﮔ Legends ﺎﺑ ﺍﺭ ﯽﻋﺮﻓ ﺡﺮﻃ ﻦﯾﺪﻨﭼ ،ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Tkinter ﺐﺴﭼﺮﺑ ﺖﺠﯾﻭ ﻪﯿﺷﺎﺣ ﻢﯿﻈﻨﺗ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﯽﻠﭘﺎﺗ ﺲﯾﺮﺗﺎﻣ ﻪﺑ ﺍﺭ ﺲﯾﺮﺗﺎﻣ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻭﺩ ﺯﺍ ﺍﺭ ﮎﺮﺘﺸﻣ ﯼﺎﻫﺪﯿﻠﮐ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﺭﺩ ﺝﻭﺯ ﺩﺪﻋ ﻦﯿﻟﻭﺍ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺩﻮﻤﻋ ﻭ ﯽﻘﻓﺍ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

Index Mapping Cypher ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﺘﻧﺍﺮﭘ ﻥﻭﺪﺑ ﻭ ﺎﺑ ﻊﺑﺎﺗ ﯽﻧﺍﻮﺧﺍﺮﻓ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﻔﺻ ﺮﯿﻏ ﯼﺎﻫ ﻩﻭﺮﮔ ﻞﻗﺍﺪﺣ ﻦﺘﻓﺎﯾ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Mapped Tuple ﻪﺑ ﺍﺭ Nested ﯼﺮﻨﺸﮑﯾﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ

ﯽﺸﯾﺍﺰﻓﺍ ﯽﻋﺮﻓ ﺖﺳﺮﻬﻓ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺸﯾﺍﺰﻓﺍ ﺖﺴﯿﻟ ﺪﻧﻮﺴﭘ

ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Matrix ﺎﺑ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻫﺪﯿﻠﮐ

Pygal ﺭﺩ ﺎﻫ ﺐﺴﭼﺮﺑ ﻥﺩﺮﮐ ﻥﺎﻬﻨﭘ ﺎﯾ ﺶﯾﺎﻤﻧ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺦﯾﺭﺎﺗ ﺯﺍ ﯽﻌﯿﺳﻭ ﻒﯿﻃ ﺭﺩ ﺭﺍﺮﮑﺗ

ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﺮﯾﺩﺎﻘﻣ ﺖﺴﯿﻟ ﺎﺑ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ

ﻢﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﻝﻮﻃ ﺎﺑ ﯽﻟﺎﺧ ﻪﯾﺍﺭﺁ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﺭﺍﺮﮑﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺸﯾﺍﺰﻓﺍ ﺮﯿﻐﺘﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻭﺪﺑ ﺖﺴﯿﻟ ﮏﯾ ﻖﯾﺮﻃ ﺯﺍ ﻪﻧﻮﮕﭼ

ﺲﯾﺮﺗﺎﻣ ﻦﯿﺑ ﯼﺪﻨﺑ ﻩﻭﺮﮔ - ﻥﻮﺘﯾﺎﭘ

Tkinter ﻩﺮﺠﻨﭘ ﻥﻮﮑﯾﺁ ﺮﯿﯿﻐﺗ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﻢﺘﯾﺁ ﺮﺜﮐﺍﺪﺣ ﺖﺳﺮﻬﻓ ،ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﯼﻭﺎﺣ ﺖﺳﺮﻬﻓ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺖﻔﺟ ﻉﻮﻤﺠﻣ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Nested ﻢﺘﯾﺁ ﺯﺍ ﺮﺘﻠﯿﻓ ﺪﯿﻠﮐ

PyQt5 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ CheckBox ﻪﺑ ﻦﺸﮐﺍ ﻥﺩﻭﺰﻓﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺖﺳﺮﻬﻓ ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﺮﯾﺩﺎﻘﻣ ﺪﯿﻠﮐ ﻥﺩﻭﺰﻓﺍ

Python Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﺳ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ

AttributeError ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺘﻔﮔ ﻪﺑ ﻦﺘﻣ ﻪﺑ ﻦﺘﻣ ﻪﺑ ﺭﺎﺘﻔﮔ ﻞﯾﺪﺒﺗ

Rlock ﻭ Lock ءﺎﯿﺷﺍ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﻦﮑﻤﻣ ﯼﺎﻀﻓ ﺕﻻﺎﺼﺗﺍ ﻡﺎﻤﺗ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﺭﺩ ﺎﻫ ﻪﺘﺷﺭﺮﯾﺯ ﻡﺎﻤﺗ ﺲﻧﺎﮐﺮﻓ ﻦﺘﻓﺎﯾ

PyTorch ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﺗﻮﯿﭙﻣﺎﮐ ﯽﯾﺎﻨﯿﺑ ﯼﺍﺮﺑ ﯼﺩﺮﮑﻠﻤﻋ ﯼﺎﻫ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﯼﺎﻫ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﻪﻤﻫ ﺖﺴﯿﻟ

؟ﻢﯿﻨﮐ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺪﻟﺍﻭ ﺱﻼﮐ ﺪﺘﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

PyTorch ﺭﺩ ﺺﺧﺎﺷ ﺮﺑ ﯽﻨﺘﺒﻣ ﺕﺎﯿﻠﻤﻋ

Python FileInput ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺶﯾﺍﺮﯾﻭ

ﺍﺪﺒﻣﻻ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺭﺍﺮﮑﺗ

Map vs For Loop ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺎﺗ ﮏﯾ ﯼﺍﺮﺑ ﻥﺎﻣﻮﮔﺭﺁ ﻥﺍﻮﻨﻋ ﻪﺑ ﯼﺮﻨﺸﮑﯾﺩ ﻝﺎﺳﺭﺍ

ﯼﺮﻨﺸﮑﯾﺩ ﺭﺩ ﺎﻫﺖﺳﺮﻬﻓ ﺭﺩ ﺩﻮﺟﻮﻣ ﺩﺭﺍﻮﻣ ﻪﺑ ﯽﺳﺮﺘﺳﺩ - ﻥﻮﺘﯾﺎﭘ

Numpy ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﯼﻭﺭ ﺕﺎﯿﻠﻤﻋ - ﻥﻮﺘﯾﺎﭘ

argparse ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺪﯿﻠﮐ ﺵﺯﺭﺍ ﺖﻔﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

winsound ﻥﻮﺘﯾﺎﭘ ﻝﻭﮊﺎﻣ

Python Pytwisty ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Rubik_s ﺐﻌﮑﻣ ﻞﺣ

Numpy ﺭﺩ ﻪﺘﻓﺎﯾﺭﺎﺘﺧﺎﺳ ﻪﯾﺍﺭﺁ

Python-Tkinter ﺭﺩ Treeview ﺶﯾﺎﻤﯿﭘ ﺭﺍﻮﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﻠﻄﻣ ﻞﭘﺎﺗ ﯼﺪﻨﺑ ﻊﻤﺟ

Python Wand ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻘﯿﺒﻄﺗ ﯼﺭﺎﺗ

K ﻪﺑ ﺍﺭ Minimum ﺭﺩ ﺮﺼﻨﻋ Column Tuple List ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺪﯿﻠﮐ ﻡﺎﻧ ﺮﻫ ﻪﺑ ﺪﻧﻮﺸﯿﭘ ﻥﺩﻭﺰﻓﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﻪﺑ ﯽﺷﺭﺎﻔﺳ ﻥﻮﺘﺳ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﺭﺩ ﯽﺷﺭﺎﻔﺳ ﺪﻌﺑ ﻥﺩﻭﺰﻓﺍ

Python Kivy ﺭﺩ ﺖﺠﯾﻭ ﺮﻫ ﯼﻭﺭ ﻊﯾﺮﺳ ﻪﺑﺮﺿ ﻭﺩ ﻥﺩﻭﺰﻓﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﻪﺑ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻥﺩﻭﺰﻓﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻪﺘﺷﺭ ﺭﺩ ﻑﻭﺮﺣ ﻭ ﺩﺍﺪﻋﺍ ﻦﯿﺑ ﻪﻠﺻﺎﻓ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﻮﻘﻟﺎﺑ ﺕﺎﻤﻠﮐ ﻦﯿﺑ ﻪﻠﺻﺎﻓ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺳﺮﻬﻓ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺮﯾﺩﺎﻘﻣ ﻥﺩﻭﺰﻓﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﯿﻌﻗﻮﻣ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻪﻤﻫ ﺐﯿﮐﺮﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺭﺩ ﻦﮑﻤﻣ ﺕﺎﻗﺎﺤﻟﺍ ﻡﺎﻤﺗ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﮑﻤﻣ ﺩﺭﺍﻮﻣ ﻪﻤﻫ ﯽﺒﯿﮐﺮﺗ ﯼﺮﻨﺸﮑﯾﺩ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﻦﮑﻤﻣ ﯼﺎﻫ ﺖﻔﺟ ﻡﺎﻤﺗ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ N ﺎﺗ ﻩﺯﺍﺪﻧﺍ K ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﻦﮑﻤﻣ ﺕﺎﺒﯿﮐﺮﺗ ﻪﻤﻫ ﻦﺘﻓﺎﯾ

؟ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﯽﺳﺮﺘﺳﺩ ﺪﻟﺍﻭ ﺱﻼﮐ ﯽﮔﮋﯾﻭ ﮏﯾ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﮏﯾ ﻂﺳﻭ ﺭﺩ ﺕﺭﺎﺒﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

Python kivy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﺗﻮﺻ ﯼﺎﻫ ﻞﯾﺎﻓ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﻩﻮﺤﻧ

ﯽﻌﻗﺍﻭ ﺵﺭﺎﻔﺳ ﺺﺧﺎﺷ ﻪﻠﺻﺎﻓ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﺯﻭﺭ ﻪﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ

Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﺯﻭ ﻞﯾﺪﺒﺗ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺩﺭﻮﻣ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﺪﯿﻠﮐ ﮏﯾ ﺯﺍ ﺪﻌﺑ

PyQt ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﺳ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ

N ﺪﻌﺑ ﺭﺩ ﺭﻭﺎﺠﻣ ﺕﺎﺼﺘﺨﻣ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻫﺩ ﻥﺎﺸﻧ Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Statistics ﺭﺩ ﺍﺭ 99.7-95-68 ﻩﺪﻋﺎﻗ

K ﺕﻭﺎﻔﺗ ﯽﻟﺍﻮﺘﻣ ﺮﺼﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺮﮕﯾﺩ ﺖﺴﯿﻟ ﺯﺍ ﺮﺻﺎﻨﻋ ﺲﻧﺎﮐﺮﻓ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﺮﺻﺎﻨﻋ Atmost K ﯼﺎﻫ ﺺﺧﺎﺷ - ﻥﻮﺘﯾﺎﭘ

ﺺﺧﺎﺷ ﻖﯿﺒﻄﺗ ﺮﺼﻨﻋ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﯽﺘﯾﺎﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﻪﺑ ﺍﺭ ﻞﭘﺎﺗ - ﻥﻮﺘﯾﺎﭘ

Python - ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺹﺎﺧ ﺪﻧﻮﺴﭘ ﺎﺑ ﯽﯾﺎﻫﺪﯿﻠﮐ ﻦﺘﻓﺎﯾ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﺎﻫ ﻪﺘﺷﺭ ﻥﺎﯾﺮﺟ ﮏﯾ ﺭﺩ ﺭﺍﺮﮑﺗ

ﻥﻮﺘﯾﺎﭘ ﻞﭘﺎﺗ ﮏﯾ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ Datatype ﮏﯾ ﺲﻧﺎﮐﺮﻓ ﻦﺘﻓﺎﯾ

Python - ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺭﺩ ﺩﻮﺟﻮﻣ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺎﻫﺪﯿﻠﮐ

ﺪﯿﻨﮐ ﺢﻄﺴﻣ ﯼﺩﺮﻓ ﺮﺻﺎﻨﻋ ﻪﺑ ﺍﺭ ﺖﺳﺮﻬﻓ ،ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺖﺴﯿﻟ ﺭﺩ ﺮﺼﻨﻋ ﻞﻗﺍﺪﺣ ﺺﺧﺎﺷ ﻦﺘﻓﺎﯾ - ﻥﻮﺘﯾﺎﭘ

Python- ﯼﺎﻫ ﺺﺧﺎﺷ k ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﺮﺻﺎﻨﻋ ﻦﯾﺮﺘﮑﭼﻮﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺎﺼﺘﺨﻣ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺲﯾﺮﺗﺎﻣ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﻦﯿﻟﻭﺍ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺩﺍﺪﻋﺍ ﻭ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺎﺑ ﺕﺎﻤﻠﮐ ﻦﺘﻓﺎﯾ

ﺪﯿﻨﮐ ﺮﺘﻠﯿﻓ ﺍﺭ ﻪﺑﺎﺸﻣ ﺺﺧﺎﺷ ﻪﺑ ﻁﻮﺑﺮﻣ ﺖﺴﯿﻟ ﻭﺩ ﺮﺑﺍﺮﺑﺎﻧ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ Eclipse ﺎﺑ ﺍﺭ pygame ﻪﻧﻮﮕﭼ

K Elements Reversed Slice - ﻥﻮﺘﯾﺎﭘ

Numpy ﺭﺩ ﺎﻫ ﻥﻮﺘﺳ ﯼﻭﺭ ﺮﺑ ﺭﺍﺮﮑﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻤﮔﺭﺩﺮﺳ ﯼﺎﻫ ﺲﯾﺮﺗﺎﻣ ﻭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺵﺭﺍﺰﮔ ﻪﺒﺳﺎﺤﻣ

.()tf.keras.Conv2D ﻊﺑﺎﺗ - Tensorflow ﻥﻮﺘﯾﺎﭘ

Python - K List Dictionary Mesh

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻡﻭﺭﺪﻨﯿﻟﺎﭘ ﺝﻭﺯ ﻡﺎﻗﺭﺍ ﺩﺍﺪﻌﺗ ﺎﺑ ﯼﺩﺪﻋ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻪﻠﻤﺟ ﮏﯾ ﺭﺩ ﯼﺍ ﻪﻤﻠﮐ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﯽﻟﺎﺧ ﯼﺎﻀﻓ ﯼﻭﺎﺣ ﻂﻘﻓ ﺍﻭﺎﺟ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﯼﺍ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺮﺘﻠﯿﻓ ﺝﻭﺯ ﺮﺻﺎﻨﻋ ﻪﻤﻫ ﺎﺑ ﺍﺭ ﺎﻫ ﻞﭘﺎﺗ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﺦﯾﺭﺎﺗ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺍﺪﻧﺎﭘ DataFrame ﮏﯾ ﻪﻧﻮﮕﭼ

ﺮﯿﺧ ﺎﯾ ﺪﻨﮐ ﯽﻣ ﻢﯿﺴﻘﺗ ﺍﺭ ﻥﺁ N ﺩﺪﻋ ﮏﯾ ﻡﺎﻗﺭﺍ ﻉﻮﻤﺠﻣ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺖﺴﯿﻟ ﺭﺩ ﻥﺪﺷ ﺖﻔﺟ K ﺕﻭﺎﻔﺗ ﺺﺧﺎﺷ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺮﻨﯾﺎﺑ ﺲﯾﺮﺗﺎﻣ ﺭﺩ ﺍﺭ ﯼﺩﻮﻤﻋ ﻭ ﯽﻘﻓﺍ ﻥﺭﺎﻘﺗ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Idempotent ﺲﯾﺮﺗﺎﻣ ﻪﻧﻮﮕﭼ

؟ﺖﺳﺍ ﻑﻮﮐﺭﺎﻣ ﺲﯾﺮﺗﺎﻣ ﻩﺪﺷ ﻩﺩﺍﺩ ﺲﯾﺮﺗﺎﻣ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺻﺎﻨﻋ ﺮﯾﺎﺳ ﺮﺑ ﯼﺭﺍﺬﮔﺮﯿﺛﺄﺗ ﻥﻭﺪﺑ ﯼﺍ ﻪﺘﺷﺭ ﯼﺎﻫ ﻥﺍﻮﺨﻤﻫ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ﻩﻮﺤﻧ

ﻑﺬﺣ ﻥﻭﺪﺑ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﺮﺼﻨﻋ K ﻪﺑ ﯽﺳﺮﺘﺳﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﺮﺼﻨﻋ ﻦﯾﺪﻨﭼ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﺼﻨﻋ ﺺﺧﺎﺷ ﺮﺜﮐﺍﺪﺣ ﺎﺑ ﺎﻫﺪﯿﻠﮐ ﺺﯿﺼﺨﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺑﺎﺸﻣ ﺎﺒﯾﺮﻘﺗ ﯼﺎﻫ ﻪﺘﺷﺭ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻪﻤﻫ ﯼﺪﯿﻠﮐ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮ

ﺖﺴﯿﻟ ﻪﺑ ﺖﯾﺎﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺭﺍﺪﻘﻣ ﻞﻗﺍﺪﺣ ﺎﺑ ﺪﯿﻠﮐ ﺏﺎﺴﺘﻧﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﺖﺳﺎﻨﻌﻣ ﻪﭼ ﻪﺑ Numpy Reshape ﺭﺩ 1-

ﺎﻫ ﺖﺴﯿﻟ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺯﺎﯿﺘﻣﺍ ﺮﺜﮐﺍﺪﺣ ﻪﻤﻠﮐ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺞﯾﺍﺭ ﺮﺻﺎﻨﻋ ﻪﻋﻮﻤﺠﻣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺭﺩ ﺵﺯﺭﺍ ﺮﺜﮐﺍﺪﺣ ﯼﺎﻫ ﻞﭘﺎﺗ ﺪﯿﻠﮐ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

K ﻂﺳﻮﺗ ﯼﺩﺪﻋ ﯼﺎﻫ ﻪﺘﺷﺭ ﺶﯾﺍﺰﻓﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ ﻪﺑ ﺍﺭ ﺖﯾﺎﺳ ﻪﺸﻘﻧ ﻭ RSS ﺪﯿﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ ﺭﺩ ﺍﺭ ﺖﺳﺮﻬﻓ ﻥﺍﻮﻨﻋ ،ﺖﯾﺎﺳ ﻥﺍﻮﻨﻋ ،ﺖﯾﺎﺳ ﺭﺪﻫ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ HTML ﺪﻨﺳ ﮏﯾ ﺭﺩ ﻪﺼﺨﺸﻣ ﺭﺍﺪﻘﻣ ﺎﺑ ﺍﺭ ﮓﺗ ،BeautifulSoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ BeautifulSoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﮓﺗ ﻦﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﮏﺗ ﯼﺪﯿﻠﮐ ﺵﺯﺭﺍ ﺖﺴﯿﻟ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺪﻘﻣ-ﺪﯿﻠﮐ ﺖﻔﺟ ﻪﺑ ﺖﺴﯿﻟ ﺮﺼﻨﻋ ﺮﻫ ﻞﯾﺪﺒﺗ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻦﯿﯾﺎﭘ ﯼﺮﺑﻭﺎﻧ Python ﻭ Kivymd ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺲﮐﺎﺑ ﮏﭼ Kivymd-Python ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺖﺸﭘ ﮎﻻ ﯽﺷﺭﺎﻔﺳ ﻝﺎﮑﺷﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﺲﮑﻌﻟﺎﺑ ﻭ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﺮﯾﻮﺼﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺴﯿﻟ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻪﺘﺳﻮﯿﭘ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﭖﺎﭼ ﻩﺪﺷ ﺐﺗﺮﻣ ﺐﯿﺗﺮﺗ ﻪﺑ ﺍﺭ ﻦﯿﻌﻣ ﺩﺪﻋ ﮏﯾ ﺭﺩ ﺩﻮﺟﻮﻣ ﯼﺭﺍﺮﮑﺗ ﻡﺎﻗﺭﺍ ﻡﺎﻤﺗ

ﻑﻭﺮﺣ ﯽﯾﺎﺠﺑﺎﺟ ﻦﯿﺑ K ﻥﺩﻭﺰﻓﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﻧﺭﺍﺩ ﯽﻬﺑﺎﺸﻣ ﺮﯾﺩﺎﻘﻣ ﻪﮐ ﯽﯾﺎﻫﺪﯿﻠﮐ ﻪﻤﻫ ﻦﺘﺳﻮﯿﭘ ﻢﻫ ﻪﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﺘﮐﺍﺭﺎﮐ ﺲﻧﺎﮐﺮﻓ ﻪﺘﺷﺭ ﺵﺮﺘﺴﮔ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺹﺎﺧ ﺭﺍﺪﻘﻣ ﻉﻮﻧ ﺎﺑ ﯽﯾﺎﻫﺪﯿﻠﮐ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﻪﻧ ﻭ ﻩﺩﻭﺪﺤﻣ ﺭﺩ ﺩﺍﺪﻋﺍ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻝﻭﺍ ﻪﺴﯾﻮﻧ ﺰﺟ ﻪﺑ K ﺎﺑ ﺎﻫﺩﺍﺪﺧﺭ ﯽﻨﯾﺰﮕﯾﺎﺟ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

K ﺎﺑ ﻩﺪﻧﺎﻤﯿﻗﺎﺑ ﯽﻨﯾﺰﮕﯾﺎﺟ ﻭ ﻪﺘﺷﺭ ﮏﯾ ﺮﺼﻨﻋ N ﻦﯿﻟﻭﺍ ﻆﻔﺣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

K ﻂﺳﻮﺗ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺶﺧﺮﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺮﯾﺩﺎﻘﻣ ﺯﺍ ﻢﯿﻈﻨﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻡﻭﺭﺪﻨﯿﻟﺎﭘ ،ﺖﺳﺍ ﻩﺪﺷ ﻞﯿﮑﺸﺗ ﻪﯾﺍﺭﺁ ﺮﺻﺎﻨﻋ ﻪﻤﻫ ﺐﯿﮐﺮﺗ ﺯﺍ ﻪﮐ ﯼﺩﺪﻋ ﺎﯾﺁ ﻪﮑﻨﯾﺍ

ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻫ ﻢﺘﯾﺁ ﻪﺑ URL ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺖﺴﯿﻟ ﺯﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺪﯿﻠﮐ ﺎﺑ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻠﮐ ﺩﺍﺪﻌﺗ ﺮﺜﮐﺍﺪﺣ ﺎﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺝﺍﺮﺨﺘﺳﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺳﺍ ﺩﻮﺟﻮﻣ ﺖﺴﯿﻟ ﺭﺩ ﻥﺁ ﺪﯿﻠﮐ ﻪﮐ ﯼﺮﻨﺸﮑﯾﺩ ﺯﺍ ﺭﺍﺪﻘﻣ ﺮﺜﮐﺍﺪﺣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﮕﯾﺩ ﯼﺎﻫ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺯﺍ ﻞﭘﺎﺗ ﯼﺎﻫ ﺲﯾﺪﻧﺍ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺭﺩ ﯼﺪﯿﻠﮐ ﺵﺯﺭﺍ ﯼﺎﻫﺖﻔﺟ ﻡﺎﻤﺗ ﻉﻮﻤﺠﻣ ﭖﺎﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺭﺩ Kth ﻒﯾﺩﺭ ﺮﻫ ﻥﺩﺮﮐ ﺱﻮﮑﻌﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺹﺎﺧ html ﺪﻨﺳ ﮏﯾ ﺯﺍ ﺍﺭ ﻥﺍﻮﻨﻋ ﯼﺎﻫﮓﺗ ،ﻥﻮﺘﯾﺎﭘ ﺭﺩ BeautifulSoup ﺯﺍ ﻩ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ NumPy ﻪﯾﺍﺭﺁ ﻭﺩ ﺩﺎﺤﺗﺍ

PIL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﻦﯿﺑ ﺕﻭﺎﻔﺗ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫ ﻞﯾﺎﻓ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﮏﯾ ﺭﺩ ﻞﯾﺎﻓ ﻦﯾﺮﺘﮔﺭﺰﺑ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

Matplotlib ﺯﺍ ﺕﺮﭘ ﻁﺎﻘﻧ ﻦﺘﻓﺎﯾ

ﺍﺪﻧﺎﭘ DataFrame ﻥﻮﺘﺳ ﮏﯾ ﮏﻫﺩ ﻭ ﻞﯿﺘﻧﺍﻮﮐ ﯼﺎﻫﻪﺒﺗﺭ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

Newsapi ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Flask NEWS ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ PyJokes ﺎﺑ ﮎﻮﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ - Flask ﻩﮊﻭﺮﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ءﺎﯿﺷﺍ ﻥﺩﺮﮐ ﻑﺎﺻ

ﻡﻮﯿﻨﻠﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺯﺍﻭﺮﭘ ﺖﻤﯿﻗ ﻩﺪﻨﻨﮐ ﯽﺳﺭﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Flipkart ﻝﻮﺼﺤﻣ ﺖﻤﯿﻗ ﺏﺎﯾﺩﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺳ ﻦﮐﻮﺗ ﻡﺎﺠﻧﺍ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﺵﻭﺭ 5

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺪﮐ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑﻪﻘﺒﻃ ﮏﯾ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ ﻥﺎﺳﺁ ﻪﻠﺣﺮﻣ 7

(ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ) CNN ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ IF ﺭﻮﺘﺳﺩ ﺭﺩ ﺍﺭ ﻁﺮﺷ ﺪﻨﭼ

ﻝﺎﺜﻣ ﺎﺑ Python StringIO ﻝﻭﮊﺎﻣ ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ

Uszipcode ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻥﺎﮑﻣ ﯽﺘﺴﭘ ﺪﮐ ﯽﺸﮐﺍﻭ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻦﯿﺑﺍﺭ ﺭﻭﺩ ﯼﺰﯾﺭ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﺪﻨﯾﺁﺮﻓ N ﯼﺍﺮﺟﺍ ﺐﯿﺗﺮﺗ

ﺮﮕﯾﺩ ﻪﺘﺷﺭ ﻪﺑ ﻪﺘﺷﺭ ﮏﯾ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﺯﺎﯿﻧ ﺩﺭﻮﻣ ﻩﺪﺷ ﻩﺩﺍﺩ ﺕﺎﯿﻠﻤﻋ ﺩﺍﺪﻌﺗ ﻞﻗﺍﺪﺣ

ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﺮﮕﯾﺪﮑﯾ ﺎﺑ ﺍﺭ (ﻪﺘﺷﺭ ﮏﯾ ﺯﺍ) ﯽﻋﺮﻓ ﻪﺘﺷﺭ ﻭﺩ

Flipkart ﺪﻨﮐ ﯽﻣ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

Python3 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ (ﻪﻈﻓﺎﺣ ﯼﺯﺎﺑ) ﺎﻫ ﯽﺷﺎﮐ ﻥﺪﻧﺎﺧﺮﭼ

singledispatch-functools ﺎﺑ ﺩﺮﮑﻠﻤﻋ ﺭﺎﺑ ﻪﻓﺎﺿﺍ

ﺪﻧﺮﯾﺬﭘ ﯽﻣ ﻥﺎﻣﻮﮔﺭﺁ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﺮﯿﻐﺘﻣ ﻝﻮﻃ ﺪﯿﻠﮐ ﺭﺍﺪﻘﻣ ﺖﻔﺟ ﻪﮐ ﯽﻌﺑﺍﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻬﻧﺁ ﺩﺮﺑﺭﺎﮐ ﻭ ﺎﻫ ﻊﺑﺎﺗ

Pygal ﺭﺩ ﻒﯿﻗ ﺭﺍﺩﻮﻤﻧ

G-Fact 19 (ﺭﺩ ﯽﺘﯿﺑ ﻭ ﯽﻘﻄﻨﻣ ﯼﺎﻫﺭﻮﺗﺍﺮﭘﺍ Boolean)

ﺡﺮﻃ ﺕﺭﻮﺻ ﻪﺑ ﺖﻧﺎﮔ ﺭﺍﺩﻮﻤﻧ

ﻝﺎﮕﯿﭘ ﺭﺩ ﺞﻨﺳ ﺭﺍﺩﻮﻤﻧ

ﺱﻭﺎﮔ ﻮﻠﺟ ﻪﺑ ﻭﺭ ﯽﺑﺎﯾ ﻥﻭﺭﺩ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﺎﻫ ﻪﺸﯾﺭ ﺎﺑ Hermite_e ﯼﺮﺳ ﮏﯾ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺲﻧﺎﮐﺮﻓ ﺖﺴﯿﻟ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﮏﯾ

ﻥﻮﺘﯾﺎﭘ ﻡﻮﯿﻨﻠﺳ ﺭﺩ ﺮﺼﻨﻋ ﯼﺎﻫ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﻨﯿﭙﺳﺍ ﺖﺠﯿﻓ

Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﺮﮕﺷﻭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﯾﺎﻓ ﯼﺭﺍﺬﮔ ﮎﺍﺮﺘﺷﺍ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺩﻮﻤﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻘﻄﻨﻣ ﺭﺍﺩﻮﻤﻧ ﻥﺩﺮﮐ ﺮﭘ

Fillna ﻥﻮﺘﯾﺎﭘ ﯼﺍﺪﻧﺎﭘ ﺭﺩ ﺩﻮﺧ ﯼﺎﺟ ﺭﺩ ﻥﻮﺘﺳ ﻦﯾﺪﻨﭼ ﺭﺩ

ﺩﻮﺷ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷ ﮏﯾ ﻂﺳﻮﺗ ﻪﮐ ﯼﺍ ﻪﻈﻓﺎﺣ ﺭﺍﺪﻘﻣ ﻦﺘﻓﺎﯾ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﻞﻗﺍﺪﺣ ﻭ ﺮﺜﮐﺍﺪﺣ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﻞﯾﺎﻓ ﺮﯿﺴﻣ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ Numpy Array ﻩﺯﺍﺪﻧﺍ

NumPy ﺭﺩ ﻩﺎﻣ ﮏﯾ ﺭﺩ ﻪﺘﻔﻫ ﯼﺎﻫﺯﻭﺭ ﺩﺍﺪﻌﺗ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Datetime.date ﺱﻼﮐ ﺯﺍ()Fromisoformat ﻊﺑﺎﺗ

ﺏﺫﺎﮐ ﯽﻔﻨﻣ ﻞﺑﺎﻘﻣ ﺭﺩ ﺏﺫﺎﮐ ﺖﺒﺜﻣ

؟ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺪﻨﯾﺁﺮﻓ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﻪﺒﻨﺟ

ﺪﯿﻨﮐ ﮎﺮﺤﺘﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ OpenCV ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺮﯾﻮﺼﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotpy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﯽﺴﯾﻮﻧ ﻪﯿﺷﺎﺣ ﯽﺗﺭﺍﺮﺣ ﯼﺎﻫ ﻪﺸﻘﻧ

PyGame ﺭﺩ ﻩﺮﺠﻨﭘ ﻩﺯﺍﺪﻧﺍ ﺮﯿﯿﻐﺗ ﻩﺯﺎﺟﺍ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻞﺣ ﻩﺍﺭ ﻭ ﻞﻠﻋ ﺭﺩ ﻩﺪﺸﻤﮔ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ

ﻪﺳﺪﻨﻫ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺮﺑﺭﺎﮐ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺪﻨﺑ ﻪﺷﻮﺧ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﯽﯾﺍﺩﺯ ﻡﺎﻬﺑﺍ

ﺎﻫ ﺲﯾﺮﺗﺎﻣ ﻭ Numpy ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Numpy ﻭ Meshgrid ﺯﺍ ﻑﺪﻫ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﮏﯾ ﻩﺮﯿﺧﺫ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺭﺎﻣﺁ ﻪﺴﯾﺎﻘﻣ

ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻩﺯﻮﺣ ﯼﺍﺮﺑ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻦﯾﺮﺘﻬﺑ 5

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺯﺎﺴﻟﺎﻌﻓ ﺩﺮﮑﻠﻤﻋ ﮎﺭﺩ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺎﯿﻌﻣ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺪﻠﯿﻓ ﺖﺷﺎﮕﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﺎﯾ ﺖﺴﯿﻟ ﻪﺑ ﻒﺻ ﻦﺘﺨﯾﺭ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻄﺧ ﺮﺒﺟ ﺩﺮﺑﺭﺎﮐ

؟ﺖﺴﯿﭼ OOF ﺩﺮﮑﯾﻭﺭ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺮﺘﻣﺍﺭﺎﭘ ﺝﺍﺮﺨﺘﺳﺍ

ﯼﻭﺎﮐ ﻩﺩﺍﺩ ﺭﺩ ﯽﻨﻤﺠﻧﺍ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﯼﻭﺎﮐ ﻩﺩﺍﺩ ﺭﺩ ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﻭﺩ

ﯼﻭﺎﮐ ﻩﺩﺍﺩ ﺭﺩ ﺭﺮﮑﻣ ﯼﻭﺎﮐ ﯼﻮﮕﻟﺍ

ﯼﻭﺎﮐ ﻩﺩﺍﺩ ﺭﺩ ﺭﺍﺩﻮﻤﻧ ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﯼﺎﻫ ﺵﻭﺭ

؟ﺩﺭﺍﺬﮔ ﯽﻣ ﺮﯿﺛﺄﺗ ﻩﺪﻨﯾﺁ ﻪﻫﺩ ﺭﺩ ﺎﻣ ﯽﮔﺪﻧﺯ ﺮﺑ ﻪﻧﻮﮕﭼ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ

ﯼﻭﺎﮐ ﻩﺩﺍﺩ ﺭﺩ ﻮﮕﻟﺍ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺎﻫ ﺵﻭﺭ

ﯼﻭﺎﮐ ﻩﺩﺍﺩ ﺭﺩ ANN ﺵﺯﻮﻣﺁ

ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﺭﺩ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ

AdaBoost ﻭ ﺖﯾﻮﻘﺗ | ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺖﯾﻮﻘﺗ

ﺪﻨﮐ ﯽﻣ ﺮﺗﺪﻨﻤﺷﻮﻫ ﺍﺭ ﺎﻣ ﻩﺪﻨﯾﺁ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﺎﯿﺷﺍ ﺖﻧﺮﺘﻨﯾﺍ ﺐﯿﮐﺮﺗ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ ﺭﺩ ﻪﻨﯾﺰﻫ ﻊﺑﺎﺗ

ﻪﻣﺪﻘﻣ - ﮏﯿﺗﺎﺑﺭ ﺪﻨﯾﺁﺮﻓ ﻥﻮﯿﺳﺎﻣﻮﺗﺍ

ﺖﺑﺎﺛ ﻥﺎﻣﺯ ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﺮﺘﮐﺍﺭﺎﮐ Kth ﻭ ﺶﺧﺮﭼ ﯼﺍﺮﺑ Queries ﯼﺍﺮﺑ Python3 ﻪﻣﺎﻧﺮﺑ

.ﺪﻧﺮﯿﮔ ﯽﻣ ﺭﺍﺮﻗ ﯼﺮﻨﯾﺎﺑ ﻪﺘﺷﺭ ﮏﯾ ﺶﺧﺮﭼ ﺮﻫ ﯼﺎﻬﺘﻧﺍ ﻭ ﺍﺪﺘﺑﺍ ﺭﺩ ﯽﻟﺍﻮﺘﻣ ﺭﻮﻃ ﻪﺑ ﻪﮐ ﯽﯾﺎﻫ0

ﻥﺎﺴﮑﯾ ﺖﺳﺍﺭ ﻭ ﭗﭼ ﺶﺧﺮﭼ ﺎﺑ ﺩﺪﻋ ﮏﯾ ﻪﻟﺎﺒﻧﺩ ﻦﯾﺮﺗﯽﻧﻻﻮﻃ ﯼﺍﺮﺑ Python3 ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﮏﯾ ﺭﺩ ﻪﺘﺷﺭ ﺮﯾﺯ ﮏﯾ ﯼﺎﻫﺩﺍﺪﺧﺭ ﻡﺎﻤﺗ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻪﺘﺷﺭ ﯽﺗﺭﺎﮐﺩ ﺏﺮﺿ ﻞﺻﺎﺣ ﻦﺘﻓﺎﯾ

؟ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺖﺴﯿﻟ ﻭﺩ ﻦﯿﮕﻧﺎﯿﻣ ﻪﻧﻮﮕﭼ

ﻦﯾﺰﮕﯾﺎﺟ ﺭﺍﺮﮑﺗ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺴﯿﻟ ﺭﺩ ﯼﺩﻭﺭﻭ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺪﻨﺑ ﻪﺘﺳﺩ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻦﯾﺰﮕﯾﺎﺟ ﺩﺭﺍﻮﻣ ﻪﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻦﯾﺰﮕﯾﺎﺟ ﺮﺘﮐﺍﺭﺎﮐ ﻥﺩﻭﺰﻓﺍ – ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ ﺭﺩ ﺍﺭ ﺎﻫ ﺖﻣﺎﺻ ﻭ ﺭﺍﺩﺍﺪﺻ ﻑﻭﺮﺣ ﻪﻧﻮﮕﭼ

ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻦﯿﺑ ﺭﺩ OR ﯽﺘﯿﺑ – ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﯼﺭﺍﺬﮔﺰﻣﺭ

ﻦﮑﻤﻣ ﯽﺒﯿﮐﺮﺗ ﯼﺎﻫ ﻞﭘﺎﺗ N ﻪﻤﻫ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺭﺎﺑ N ﺍﺭ ﺮﺘﮐﺍﺭﺎﮐ K - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﯽﻟﻭﺰﻧ ﻩﺪﺷ ﺐﺗﺮﻣ ﺖﺴﯿﻟ – ﻥﻮﺘﯾﺎﭘ

ﺪﻨﮐ ﯽﻣ ﻊﻤﺟ ﻪﻧﺎﮔﺪﻨﭼ ﯼﺎﻫﺪﯿﻠﮐ ﺎﺑ ﺍﺭ ﺮﯾﺩﺎﻘﻣ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺭﺩ ﺎﻫ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﺪﻧﻮﺸﯿﭘ/ﺪﻧﻮﺴﭘ ﻪﻧﻮﮕﭼ

Blackman ﺭﺩ Python Numpy

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﺭﻭﺎﻨﺷ ﻪﺘﺷﺭ - ﻥﻮﺘﯾﺎﭘ

ﺐﻘﻋ – ﻮﻠﺟ ﻦﯾﺰﮕﯾﺎﺟ ﻉﻮﻤﺠﻣ – ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺭﺩ ﺍﺭ ﺎﻫ ﻪﻠﺻﺎﻓ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﺎﻫ ﻪﺘﺷﺭ ﻡﺎﻤﺗ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻩﺩﻭﺪﺤﻣ ﯼﺎﻫﺩﺍﺪﺧﺭ ﯼﺍﺮﺑ ﺍﺭ ﺮﺼﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺺﺨﺸﻣ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﮏﯾ ﺯﺍ ﯼﺭﺍﺮﮑﺗ ﺮﯾﺩﺎﻘﻣ ﺮﯿﯿﻐﺗ

ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﺩﺍﺪﻌﺗ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺭﺩ ﻪﻨﻣﺍﺩ ﺭﺍﺮﮑﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﮕﯾﺩ ﯼﺎﻨﺜﺘﺳﺍ ﻪﺑ ﺎﻨﺜﺘﺳﺍ ﮏﯾ ﺶﯾﺍﺰﻓﺍ

؟ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﯽﻟﺎﺧ ﯼﺎﻫﺎﻀﻓ ﻪﻧﻮﮕﭼ

Python - ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ ﺭﺩ ﺎﻫﺩﺍﺪﺧﺭ ﻪﻤﻫ ﻑﺬﺣ

ﺪﯿﻨﮐ ﭖﺎﭼ ﺎﻫ ﺖﺴﯿﻟ ﺮﯾﺯ ﻪﻤﻫ ﺭﺩ ﺍﺭ ﮎﺮﺘﺸﻣ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﻩﺪﺷ ﻩﺩﺍﺩ ﯼﺎﻫ ﻝﺎﺳ ﺖﺴﯿﻟ ﺯﺍ ﻪﺴﯿﺒﮐ ﯼﺎﻫ ﻝﺎﺳ ﺩﺍﺪﻌﺗ ﭖﺎﭼ - ﻥﻮﺘﯾﺎﭘ

ﺎﻫ ﻞﭘﺎﺗ ﺯﺍ ﯽﺘﺴﯿﻟ ﺭﺩ ﯼﺭﺍﺮﮑﺗ ﺩﺭﺍﻮﻣ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

Python - Records Union

Jumbled ﺕﺎﻤﻠﮐ ﯼﺯﺎﺑ ﯼﺍﺮﺟﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺭﺩ ﻦﯾﺰﮕﯾﺎﺟ ﯼﺭﺍﻮﺳﻪﺧﺮﭼﻭﺩ

ﺖﺴﯿﻟ ﺭﺩ ﻪﺘﺷﺭ ﻝﻮﻃ ﻦﯿﮕﻧﺎﯿﻣ – ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﻮﻤﻋ ﺕﺭﻮﺻ ﻪﺑ ﺖﺴﯿﻟ ﭖﺎﭼ

K ﺯﺍ ﺮﺘﺸﯿﺑ ﺪﯿﻠﮐ ﺭﺍﺪﻘﻣ ﺎﺑ ﯽﯾﺎﻫﺩﺭﻮﮐﺭ - ﻥﻮﺘﯾﺎﭘ

ﺖﺸﭘ ﺭﺩ ﺩﺭﻮﮐﺭ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ - ﻥﻮﺘﯾﺎﭘ

XOR ﺎﻫﺩﺭﻮﮐﺭ ﺖﺳﺮﻬﻓ – ﻥﻮﺘﯾﺎﭘ

ﺐﻘﻋ ﻥﺍﺩﺮﮔﺮﺳ ﯼﺎﻫ ﺖﯿﺼﺨﺷ ﻪﺘﺷﺭ - ﻥﻮﺘﯾﺎﭘ

Jumbo GCD Subray ﻥﺩﺮﮐ ﺍﺪﯿﭘ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﻨﺘﺴﻫ ﺮﯾﺬﭘ ﺶﺨﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﺩﺪﻋ ﺮﺑ ﻪﮐ ﯼﺍ ﻪﯾﺍﺭﺁ ﺮﺻﺎﻨﻋ XOR ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

(OTP) ﻑﺮﺼﻣ ﺭﺎﺒﮑﯾ ﺰﻣﺭ ﺪﯿﻟﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﮕﭼ ﺭﺍﺩﻮﻤﻧ Altair ﺎﺑ ﻪﻧﻮﮕﭼ

ﺵﺮﺑ ﺩﺍﺪﻌﺗ K ﺩﺍﺪﻌﺗ ﯼﺍﺮﺑ ﻪﺘﺷﺭ ﮏﯾ ﻦﮑﻤﻣ ﯼﺎﻫ ﺵﺮﺑ ﻡﺎﻤﺗ ﺖﻓﺎﯾﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺐﻌﮑﻣ ﯼﺎﻀﻓ ﺮﻄﻗ ﻭ ﺢﻄﺳ ،ﻢﺠﺣ ﻦﺘﻓﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﻪﻋﻮﻤﺠﻣ ﺭﺩ ﻞﻗﺍﺪﺣ ﻭ ﺮﺜﮐﺍﺪﺣ ﻦﺘﻓﺎﯾ

CSV ﻪﺑ Dict of list ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﻇﺎﻨﺘﻣ ﺵﺯﺭﺍ ﯼﺎﻫ ﻥﺎﻣﺯ ﺎﻫﺪﯿﻠﮐ ﺭﺍﺮﮑﺗ ﺎﺑ ﺖﺴﯿﻟ ﻪﺑ ﯼﺮﻨﺸﮑﯾﺩ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﻪﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺮﯾﺩﺎﻘﻣ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﯾﺎﻤﻧ ﻪﺑ ﺭﻭﺎﻨﺷ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﯾﺎﻤﻧ ﻪﺑ int ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻣﻭﺭ ﻪﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﻪﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ XML ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﯽﻟﺎﺧ ﯼﺎﻫﺎﻀﻓ ﺩﺍﺪﻌﺗ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﺭﺩ ﺕﺎﻤﻠﮐ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﯽﻨﺘﻣ ﻞﯾﺎﻓ ﺭﺩ ﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻭ ﻁﻮﻄﺧ ،ﺭﺍﺩﺍﺪﺻ ﻑﻭﺮﺣ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺲﮑﻌﻟﺎﺑ ﻭ ﺩﺭﺎﯾ ﺭﺩ ﺮﺘﻣ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﺩﺍﺪﻌﺗ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺮﻔﺻ ﺖﯾﺭﻮﺤﻣ ﺎﺑ ﯽﺘﺴﯿﻟ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺩﺪﻋ ﮏﯾ ﺩﺮﻓ ﻡﺎﻗﺭﺍ ﻦﺘﺳﻮﯿﭘ ﻢﻫ ﻪﺑ ﻭ ﻥﺩﺮﮐ ﻊﺑﺮﻣ ﺎﺑ OTP ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ipaddress ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ IP ﺱﺭﺩﺁ ﻥﺩﻮﺑ ﯽﺻﻮﺼﺧ ﺎﯾ ﯽﻣﻮﻤﻋ ﻦﯿﯿﻌﺗ ﯼﺍﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻩﺪﺷ ﻭﺭﺯﺭ ipaddress ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ IPv4 ﺱﺭﺩﺁ ﺎﯾﺁ ﻪﮑﻨﯾﺍ

ﻩﺭﺎﺘﺳ ﻪﯿﺷﺎﺣ ﺎﺑ ﺩﺍﺪﻋﺍ ﯽﺳﺎﻤﻟﺍ ﻢﯿﻧ ﯼﻮﮕﻟﺍ ﺶﯾﺎﻤﻧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

Regex ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺩﺪﻋ ﺮﯾﺩﺎﻘﻣ ﻭ ﺹﺎﺧ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ،ﮏﭼﻮﮐ ،ﮒﺭﺰﺑ ﻑﻭﺮﺣ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﻥ

ﻢﯿﻨﮐ ﻢﯿﺴﻘﺗ ﻥﺮﻠﮑﺳﺍ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﺗ ﻭ ﺵﺯﻮﻣﺁ ﻪﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

train_test_split() scikit-learnís() ﻊﺑﺎﺗ ﺎﺑ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﻢﯿﺴﻘﺗ ﻩﻮﺤﻧ

؟ﻢﯿﻫﺩ ﺭﺍﺮﻗ ﻢﻫ ﯼﻭﺭ ﺍﺭ ﺍﺪﻧﺎﭘ ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﺍﺪﻧﺎﭘ ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﮏﯾ ﺭﺩ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺮﯿﺧﺫ MySQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ XML ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﮐ Pandas DataFrame ﺭﺩ ﺍﺭ ﻥﻮﺘﺳ ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻒﻗﻮﺘﻣ ﺍﺭ ﮏﭼﻮﮐ ﺩﺍﺪﻋﺍ ﯼﺍﺮﺑ ﯽﻤﻠﻋ ﯼﺎﻫﺩﺎﻤﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮ

؟ﻢﯿﻨﮐ ﺾﯾﻮﻌﺗ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ NumPy ﻪﯾﺍﺭﺁ ﮏﯾ ﯼﺎﻫ ﻥﻮﺘﺳ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺮﯿﮕﺑ ﺢﯿﺤﺻ ﺩﺪﻋ ﯼﺩﻭﺭﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ K ﻩﺯﺍﺪﻧﺍ ﯼﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻖﻠﻄﻣ ﺭﺪﻗ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯼﺮﻨﺸﮑﯾﺩ ﺮﯾﺩﺎﻘﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﯽﻌﻗﺍﻭ ﺮﯾﺩﺎﻘﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﺳﺭ Ricker ﯽﻨﺤﻨﻣ ﮏﯾ SciPy - Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﺳﺮﺗ ﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Timeseries ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺎﻫﺭﺍﺩﻮﻤﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺭﺍﺮﻗ Plotly-Python ﺭﺩ ﺕﻼﭘ ﮏﯾ ﻞﺧﺍﺩ ﺭﺩ ﺍﺭ ﺎﻫ ﻪﻧﺎﺴﻓﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﭖﺎﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻥﺎﻣﻮﮔﺭﺁ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﭖﺎﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Subscript ﻭ Superscript ﻪﻧﻮﮕﭼ

Python - ﻞﭘﺎﺗ ﺭﺩ ﺵﺯﺭﺍ ﮏﺗ ﯼﺎﻫ ﺖﺴﯿﻟ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ

ﺪﯿﻨﮐ ﭗﯾﺎﺗ ﯽﺒﯿﮐﺮﺗ ﻭ ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﻞﯾﺪﺒﺗ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻞﭘﺎﺗ ﻪﯾﺩﺎﺤﺗﺍ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻪﮐﻮﺑ ﺭﺩ ﮓﻧﺭ ﺮﮕﺑﺎﺨﺘﻧﺍ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻪﮐﻮﺑ ﺭﺩ ﮓﻧﺭ ﺭﺍﻮﻧ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ ﮓﻧﺭ ﮓﻨﯾﺰﯾﺮﺑ ﺖﮑﻓﺍ Pygame ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻒﻟﺎﺨﻣ ﻑﻭﺮﺣ ﻪﺑ ﻪﺘﺷﺭ ﮏﯾ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

؟ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺴﯿﻟ ﺭﺩ ﻦﯾﺰﮕﯾﺎﺟ ﯼﺎﻫ ﻥﺎﻤﻟﺍ ﺏﺮﺿ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ PIL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﮕﯾﺩ ﺮﯾﻮﺼﺗ ﮏﯾ ﺎﺑ ﺍﺭ ﻑﺎﻔﺷ PNG ﺮﯾﻮﺼﺗ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﺍﺪﻧﺎﭘ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﮎﺮﺘﺸﻣ ﺪﯿﻠﮐ ﺎﺑ ﺍﺭ TSV ﯼﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﯼﺭﺎﯿﺴﺑ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﺍﺭ ﻞﺴﮐﺍ ﻞﯾﺎﻓ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻡﺎﻏﺩﺍ ﻪﺷﻮﭘ ﮏﯾ ﺭﺩ ﺍﺭ ﻪﺷﻮﭘ ﻦﯾﺪﻨﭼ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺎﺠﺑﺎﺟ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻪﺷﻮﭘﺮﯾﺯ ﺎﺑ ﺍﺭ ﺎﻫ ﻪﺷﻮﭘ ﺖﺴﯿﻟ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺯﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻢﻫ ﺎﺑ ﺍﺭ ﻞﯾﺎﻓ ﻭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺎﺠﺑﺎﺟ Pygame ﺭﺩ ﺍﺭ ﺩﻮﺧ ﯼﺯﺎﺑ ﺖﯿﺼﺨﺷ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﺭﺎﻔﺳ ﻥﻮﺘﺳ ﻦﯾﺪﻨﭼ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ PySpark DataFrame ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻪﯾﺰﺠﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﻠﺤﻣ HTML ﻞﯾﺎﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﻤﺸﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺹﺎﺧ ﻩﺮﮔ ﯽﮔﮋﯾﻭ ﮏﯾ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ﻭ ﻢﯿﻨﮐ ﻪﯾﺰﺠﺗ ﺍﺭ XML ﻪﻧﻮﮕﭼ

ﺎﻫﺍﺪﻧﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻡﺎﻬﺳ ﺖﻤﯿﻗ ﯽﻨﯿﺑ ﺶﯿﭘ ﻝﺪﻣ ﮏﯾ ﺖﺧﺎﺳ

ﺪﯿﻨﮐ ﻝﺮﺘﻨﮐ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Raspberry Pi GPIO ﯼﺎﻫ ﻦﯿﭘ

Plotly Dash ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏﻭ ﺮﺑ ﯽﻨﺘﺒﻣ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﺩﺭﻮﺒﺷﺍﺩ ﮏﯾ ﺩﺎﺠﯾﺍ

scikit-learn ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﮏﯾ ﻪﻌﺳﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Whoosh ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻦﺘﻣ ﯼﻮﺠﺘﺴﺟ ﺭﻮﺗﻮﻣ ﮏﯾ ﻪﻌﺳﻮﺗ

ﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺏﻭ ﻩﺪﻧﺰﺧ ﮏﯾ ﻪﻌﺳﻮﺗ

Plan ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ crontab ﻞﯾﺎﻓ ﮏﯾ ﻦﺘﺷﻮﻧ

ccxt ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻝﺎﺘﯿﺠﯾﺩ ﯼﺎﻫﺯﺭﺍ ﯽﺗﻼﻣﺎﻌﻣ ﺕﺎﺑﺭ ﺖﺧﺎﺳ

ﺎﻫﺍﺪﻧﺎﭘ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﻪﻟﻮﻟ ﻂﺧ ﮏﯾ ﺖﺧﺎﺳ

PyTorch ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺖﺧﺎﺳ

dlib ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﺖﺧﺎﺳ

OpenCV ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﺖﺧﺎﺳ

Scikit-Learn ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺮﺘﺸﻣ ﺵﺰﯾﺭ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﮏﯾ ﺖﺧﺎ

BERT ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺕﻻﺍﻮﺳ ﻪﺑ ﯽﯾﻮﮕﺨﺳﺎﭘ ﻢﺘﺴﯿﺳ ﺖﺧﺎﺳ

YOLO ﻢﺘﯾﺭﻮﮕﻟﺍ ﺎﺑ ﮓﻧﺭﺩﻼﺑ ﯽﺷ ﺺﯿﺨﺸﺗ ﻢﺘﺴﯿﺳ ﮏﯾ ﺖﺧﺎﺳ

LightFM ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﺻﻮﺗ ﺭﻮﺗﻮﻣ ﮏﯾ ﺖﺧﺎﺳ

PyGame ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺎﺳ ﯼﺯﺎﺑ ﮏﯾ ﺖﺧﺎﺳ

Python Pandas ﺭﺩ "not in" ﻭ "in" ﯼﺎﻫﺮﮕﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ DataFrame ﺭﺩ ﺭﺍﺪﻘﻣ ﺩﻮﺟ

ﻮﮕﻨﺟ ﺭﺩ ﺩﺮﮑﻠﻤﻋ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺎﻫﺎﻤﻧ ﻞﺑﺎﻘﻣ ﺭﺩ ﺱﻼﮐ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺎﻫﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Qiskit ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻣﻮﺘﻧﺍﻮﮐ ﺭﺍﺪﻣ ﺎﺑ NOT Logic ﮏﯿﺳﻼﮐ ﯼﺎﻫ ﺖﯿﮔ

ﯽﺑﺎﺨﺘﻧﺍ ﺮﯾﺩﺎﻘﻣ ﺏﺮﺿ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﻞﺑﺎﻘﺘﻣ ﻪﻧﺎﮔﺪﻨﭼ ﻖﯾﺮﻔﺗ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﺏﺮﺿ ﻥﺁ ﺺﺧﺎﺷ ﺎﺑ ﯽﻋﺮﻓ ﺖﺳﺮﻬﻓ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﺮﻫ-ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻞﻘﺘﻨﻣ ﻉﻭﺮﺷ ﺖﺳﺮﻬﻓ ﻪﺑ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﺮﺼﻨﻋ – ﻥﻮﺘﯾﺎﭘ

ﺩﺍﺪﻋﺍ ﻭ ﻪﺘﺷﺭ ﯽﺒﯿﮐﺮﺗ ﺖﺴﯿﻟ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﺏﺮﺿ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﺏﺮﺿ ﺖﺑﺎﺛ ﮏﯾ ﺭﺩ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﺭﺍﺪﻘﻣ

Python - ﻩﺯﺍﺪﻧﺍ ﻪﺑ ﻪﺘﺴﺑ ﺪﻧﻮﺸﯿﭘ ﺝﺍﺮﺨﺘﺳﺍ

ﺹﺎﺧ ﺮﺘﮐﺍﺭﺎﮐ ﺯﺍ ﻞﺒﻗ ﺪﻧﻮﺸﯿﭘ ﺝﺍﺮﺨﺘﺳﺍ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ ﯼﺪﯿﻠﮐ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺮﻫ ﯼﻭﺭ ﺍﺭ ﺕﺎﯿﻠﻤﻋ - ﻥﻮﺘﯾﺎﭘ

ﺪﻧﻮﺷ ﯽﻣ ﻦﯾﺰﮕﯾﺎﺟ ﻪﺘﺷﺭ ﺭﺩ ﺺﺧﺎﺷ ﻦﯾﺪﻨﭼ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻀﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﻼﻤﺟ ﯼﺪﻨﺑ ﺶﺨﺑ ﻡﺎﺠﻧﺍ

؟ﻢﯿﻨﮐ ﻞﻘﺘﻨﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﯼﺎﻬﺘﻧﺍ ﻪﺑ ﺍﺭ ﺮﺼﻨﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

ﺖﺴﯿﻟ ﺭﺩ ﺮﺼﻨﻋ ﺮﺜﮐﺍﺪﺣ ﺖﯿﻌﻗﻮﻣ - ﻥﻮﺘﯾﺎﭘ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺪﻧﻮﺸﯿﭘ ﺪﯿﻠﮐ ﻖﯿﺒﻄﺗ - ﻥﻮﺘﯾﺎﭘ

PIL ﯼﺎﻫ ﯽﮔﮋﯾﻭ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﻑﺬﺣ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﻡﺎﻗﺭﺍ ﻡﺎﻤﺗ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺍﺭ ﺺﺨﺸﻣ ﻩﺩﻭﺪﺤﻣ ﮏﯾ ﺯﺍ ﺝﺭﺎﺧ ﯽﻋﺮﻓ ﯼﺎﻫﺖﺳﺮﻬﻓ ﻪﻤﻫ ،ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎ

ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺭﺩ ﻡﺍ k ﻥﻮﺘﺳ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

Python - ﻩﺪﺷ ﻩﺩﺍﺩ ﺺﺧﺎﺷ ﺭﺩ ﺮﺼﻨﻋ ﻑﺬﺣ ﺯﺍ ﺲﭘ ﺖﺴﯿﻟ ﭖﺎﭼ

Python - ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺖﯾﻮﻟﻭﺍ ﺪﯿﻠﮐ ﺺﯿﺼﺨﺗ

Python – ﻉﻮﻤﺠﻣ ﺪﻧﻮﺸﯿﭘ Subarray ﺭﺍﺪﻘﻣ ﺎﺗ False

ﺖﺴﯿﻟ ﺭﺩ ﺪﻧﻮﺸﯿﭘ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﺎﻫ ﻊﺑﺮﻣ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﭖﺎﭼ N ﺎﺗ ﺍﺭ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻌﺑ ﻭﺩ ﺖﺴﯿﻟ ﺏﺭﻮﻣ ﭖﺎﭼ

ﺩﺭﺍﺩ ﺖﻘﺑﺎﻄﻣ regex ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ e ﺪﻨﭼ ﺎﯾ ﮏﯾ ﻥﺁ ﻝﺎﺒﻧﺩ ﻪﺑ ﻭ "g" ﯼﻭﺎﺣ ﯼﺍ ﻪﻤﻠﮐ ﺎﺑ

(ﯼﺭﻮﻧ ﺮﺘﮐﺍﺭﺎﮐ ﺺﯿﺨﺸﺗ) OCR ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ PDF ﺕﺎﯾﻮﺘﺤﻣ ﻥﺪﻧﺍﻮﺧ - ﻥﻮﺘﯾﺎﭘ

ﯼﺍ ﻩﺮﯾﺍﺩ ﻩﺩﻭﺪﺤﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﭖﺎﭼ

Python Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺭﺩ ﺯﺭﺍ ﻞﯾﺪﺒﺗ

Python Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﺭﻮﺒﻋ ﺰﻣﺭ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ

Layout ﺭﺩ ﯽﺒﺴﻧ Python Kivy

Python Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﯾﺎﭘ ﺖﻧﺎﮔ ﺭﺍﺩﻮﻤﻧ

ﺖﻨﺴﻨﯾﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺍ ﻪﻠﯿﻣ ﺭﺍﺩﻮﻤﻧ

ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺍﺭ ﯽﺘﺸﮕﯾﺎﺟ ﻭ ﯼﺭﺍﺮﮑﺗ ﺩﺭﺍﻮﻣ ﻡﺎﻤﺗ

ﺪﯾﻮﺷ ﻞﺼﺘﻣ MySQL ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ PyMySQL ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ SQLAlchemy ﺎﺑ PostgreSQL ﻝﺎﺼﺗﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ SQLAlchemy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﻪﺑ ﻝﺎﺼﺗﺍ

()get_list_or_404 – ﻮﮕﻨﺟ ﯼﺎﻫﺮﺒﻧﺎﯿﻣ

ﺪﯿﺸﮑﺑ ﺪﯿﺷﺭﻮﺧ ﮏﯾ Arcade Library Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﺸﮑﺑ ﮎﺎﺗ ﮏﯿﺗ ﻪﺘﺨﺗ ﮏﯾ Python – Turtle ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Arcade ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﺧﺭﺩ ﻢﯿﺳﺮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Arcade ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺚﻠﺜﻣ ﻢﺳﺭ

ﺪﯿﻨﮐ ﻢﯿﺳﺮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﮕﻧﺎﺸﻧ ﺎﯾ ﻁﻮﻄﺧ ﻥﺍﻮﻨﻋ ﻪﺑ ﺭﺎﺘﺧﺎﺳ ﻥﻭﺪﺑ ﯽﺜﻠﺜﻣ ﻪﮑﺒﺷ ﮏﯾ Matplot

ﺪﯿﺸﮑﺑ ﺱﻮﻗ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Arcade ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﺸﮑﺑ ﯽﻀﯿﺑ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﯿﮐﺭﺁ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

؟ﻢﯿﻨﮐ ﻢﺳﺭ ﻭ ﻪﺒﺳﺎﺤﻣ Python - Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻊﺑﺎﺗ ﮏﯾ ﻖﺘﺸﻣ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ ﺱﻮﻨﯿﺴﮐ ﺖﻫﺎﺒﺷ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻪﻠﻤﺟ ﻭﺩ ﻦﯿﺑ ﺖﻫﺎﺒﺷ | ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺖﺸﭘ ﮎﻻ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻊﺑﺮﻣ ﻩﺮﯾﺍﺩ

؟ﻢﯿﻨﮐ ﻊﻤﺟ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺍﺭ ﻥﻮﺘﺳ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﺍﺪﻧﺎﭘ ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﮏﯾ ﺭﺩ ﺍﺭ ﻥﻮﺘﺳ ﺮﯾﺩﺎﻘﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﺕﻻﺩﺎﻌﻣ ﻢﺘﺴﯿﺳ ﮏﯾ ﻞﺣ ﯼﺍﺮﺑ ﯽﺑﻮﮐﺎﺟ ﺵﻭﺭ ﯼﺍﺮﺟﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻧﺯﺎﺧ ﺖﯿﻓﺮﻇ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

.Pandas DataFrame ﺭﺩ ﺎﻫﻥﻮﺘﺳ ﻭ ﺎﻫﻒﯾﺩﺭ ﯼﻭﺭ ﺭﺍﺮﮑﺗ

PyTorch ﺭﺩ ﻦﯿﺑﻮﮐﺍﮊ ﺲﯾﺮﺗﺎﻣ

.ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻥﺁ ﯽﺒﯿﺗﺮﺗ ﻩﺭﺎﻤﺷ ﺎﺑ ﺍﺭ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﻥﺎﻣﺰﻤﻫ ﺍﺭ ﺮﺘﮐﺍﺭﺎﮐ ﻦﯾﺪﻨﭼ - ﻥﻮﺘﯾﺎﭘ

ﺪﻨﮐ ﯽﻣ ﻦﯾﺰﮕﯾﺎﺟ ﺎﻫ ﻥﻮﺘﺳ ﻦﯿﮕﻧﺎﯿﻣ ﺎﺑ ﺍﺭ NaN ﺮﯾﺩﺎﻘﻣ ﻥﻮﺘﯾﺎﭘ

Python - ﻪﯾﺍﺭﺁ ﺭﺩ ﺮﻔﺻ ﺎﺑ ﺍﺭ ﯽﻔﻨﻣ ﺭﺍﺪﻘﻣ numpy ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺪﯿﺳ ﺱﻭﺎﮔ ﺵﻭﺭ ﯼﺯﺎﺴﻟﺪﻣ

ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ K ﺎﺑ ﺍﺭ ﯽﺷﺭﺎﮕﻧ ﻢﺋﻼﻋ - ﻥﻮﺘﯾﺎﭘ

Python - ﺭﺩ ﺐﻘﻋ ﻪﻤﻠﮐ ﻦﯾﺰﮕﯾﺎﺟ String

ﺪﯿﻨﮐ ﻦﯾﺰﮕﯾﺎﺟ ﺖﺴﯿﻟ ﺮﯾﺎﺳ ﺎﺑ ﺍﺭ ﯽﻋﺮﻓ ﺖﺴﯿﻟ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺰﯾﺩ ﻭ ﻮﺗﺍ ﻪﺧﺮﭼ ﯼﺯﺎﺳ ﻝﺪﻣ

Queue.LIFOQueue vs Collections.Deque ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﻊﻤﺟ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﻮﺴﮑﯾﺭﺍ ﻭ ﮓﻨﯿﻟﺮﺘﺳﺍ ﯼﺎﻫ ﻪﺧﺮﭼ ﯼﺯﺎﺳ ﻝﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﺪﻋ ﻡﺎﻏﺩﺍ ﯼﺍﺮﺑ ﻪﻘﻧﺯﻭﺫ ﻥﻮﻧﺎﻗ ﯼﺯﺎﺴﻟﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﮑﯿﻣﺎﻨﯾﺩﻮﻣﺮﺗ ﯽﭘﻭﺮﺘﻧﺁ ﯼﺯﺎﺴﻟﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﻮﻠﯿﺗ ﻝﻭﺪﺟ ﺵﻭﺭ ﯼﺯﺎﺴﻟﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺪﻌﺑ ﻭﺩ ﯽﺗﺭﺍﺮﺣ ﺖﯾﺍﺪﻫ ﻪﻠﺌﺴﻣ ﯼﺯﺎﺴﻟﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺎﺑﺭ ﺖﭼ ﺖﺧﺎﺳ

SciPy ﺎﺑ ﯼﺪﻨﺑ ﻪﺷﻮﺧ ﯼﺎﻫ ﺵﻭﺭ

؟ﻢﯿﻨﮐ ﭖﺎﭼ ﺍﺭ ﺐﻠﻗ ﯼﻮﮕﻟﺍ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﭖﺎﭼ ﻪﻠﻤﺟ ﮏﯾ ﺭﺩ ﺍﺭ ﻪﻤﻠﮐ ﻦﯾﺮﺧﺁ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺪﯿﻟﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯼﻭﺎﺴﻣ ﻪﻠﺻﺎﻓ ﺎﺑ K ﺭﻭﺎﻨﺷ ﺮﯾﺩﺎﻘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﺭﺎﭙﺳﺍ ﯽﭼﺎﭘﺁ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺮﮐ ﮎﺎﭘ

Python - ﻦﯿﺑ ﯼﺪﻨﺑ ﻊﻤﺟ ﻭ ﻝﻮﺼﺤﻣ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺮﯾﺩﺎﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﺎﻤﻠﮐ ﯽﻓﺩﺎﺼﺗ ﯽﻨﯾﺰﮕﯾﺎﺟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ARIMA ﯼﺎﻫ ﻝﺪﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻨﯿﺑ ﺶﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺎﻤﺘﺣﺍ ﯽﻧﺎﺒﻣ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻟﺎﻣ ﻢﯿﻫﺎﻔﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﮑﺒﺷ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺭﺎﻣﺁ ﯼﺯﺎﺳ ﻪﯿﺒﺷ

scikit-learn ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ PCA ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

ﺭﺍﻮﻤﻫﺎﻧ ﻩﺯﺍﺪﻧﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﻥﻮﺘﺳ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﺎﻫ ﻩﺩﺍﺩ ﺶﯾﺍﺰﻓﺍ ﺭﺩ ﻦﺘﻣ ﻪﺑ ﻦﺘﻣ ﻞﯾﺪﺒﺗ ﺶﻘﻧ

ﻞﮔﻮﮔ ﺮﯾﺬﭘ ﺵﺯﻮﻣﺁ ﻦﯿﺷﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﯽﻋﻮﻨﺼﻣ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﺭﺩ ﯼﺯﺎﺳ ﻝﺎﻌﻓ ﻊﺑﺍﻮﺗ ﻉﺍﻮﻧﺍ

ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﯼﺎﻫﺮﯿﺴﻔﺗ ﮎﺭﺩ

Word2Vec ﯼﺎﻫﻪﯿﺒﻌﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﺕﺎﻤﻠﮐ ﺯﺍ ﻪﻤﻠﮐ ﺱﺎﯿﻗ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺭﺩ ﻝﻮﻤﻌﻣ ﺮﯿﻏ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺮﯿﻐﺘﻣ ﺖﺴﯿﻟ ﺵﺮﺑ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺲﻧﺎﯾﺭﺍﻭ - ﻥﻮﺘﯾﺎﭘ

ﺕﺎﺷ ﮏﯾ ﻝﺍﺭﺪﻓ ﯼﺮﯿﮔﺩﺎﯾ :ﯽﺒﯿﮐﺮﺗ ﯼﺮﯿﮔﺩﺎﯾ ﮎﺭﺩ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺲﯾﺮﺗﺎﻣ ﮏﯾ ﺯﺍ ﺍﺭ ﺖﺳﺭﺩﺎﻧ ﯼﺎﻫ ﻒﯾﺩﺭ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺪﻧﺭﺍﺩ ﺖﻘﺑﺎﻄﻣ ﯽﻄﯾﺍﺮﺷ ﺎﺑ ﻪﮐ ﺍﺭ K ﺮﺻﺎﻨﻋ ﻦﯿﻟﻭﺍ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺍﺭ Front K ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﺮﺘﮐﺍﺭﺎﮐ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﻩﺪﺷ ﻩﺩﺍﺩ ﺮﺼﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺍﺭ ﻪﯿﻟﻭﺍ K ﻥﻮﺘﺳ ﺮﺻﺎﻨﻋ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻑﺬﺣ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺯﺍ ﺍﺭ ﺩﺭﻮﻣ ،ﺖﺳﺍ ﻪﺘﺧﺎﻨﺷﺎﻧ ﺪﯿﻠﮐ ﯽﺘﻗﻭ - ﻥﻮﺘﯾﺎﭘ

ﺩﻮﺷ ﯽﻣ ﻉﻭﺮﺷ K ﺎﺑ ﻪﮐ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺯﺍ ﺎﻫﺪﯿﻠﮐ ﻑﺬﺣ - ﻥﻮﺘﯾﺎﭘ

Python-Remove ﺯﺍ ﺮﺘﻤﮐ ﻪﮐ ﺖﺴﯿﻟ ﺮﺼﻨﻋ k ﺖﺳﺍ ﻩﺪﺷ ﺭﺍﺮﮑﺗ ﺭﺎﺑ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ WEKA ﺎﺑ ﯼﺰﯿﺑ ﻩﺩﺎﺳ ﻩﺪﻨﻨﮐ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﺖﺧﺎﺳ

؟ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﯽﻤﺘﯾﺭﺎﮕﻟ ﻭ ﯽﯾﺎﻤﻧ ﯽﻨﺤﻨﻣ ﺵﺯﺍﺮﺑ ﻪﻧﻮﮕﭼ

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺭﺩ ﺎﻫ ﻝﺪﻣ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻭ ﻩﺮﯿﺧﺫ

؟ﻢﯿﻨﮐ ﺖﻔﺟ ﺲﯾﺮﺗﺎﻣ ﻒﯾﺩﺭ ﺭﺩ ﺐﻘﻋ ﺮﺻﺎﻨﻋ ﺎﺑ ﺍﺭ ﺮﺻﺎﻨﻋ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ :ﺕﺎﺳﺎﺴﺣﺍ ﺮﺑ ﯽﻨﺘﺒﻣ ﯽﻘﯿﺳﻮﻣ ﻩﺪﻨﻨﮐ ﺶﺨﭘ

ﯽﻋﺮﻓ ﻪﺘﺷﺭ ﺎﺑ ﻖﺑﺎﻄﻣ Pandas Dataframes ﻪﺑ ﻦﺘﺳﻮﯿﭘ

Jython ﺐﺼﻧ ﻭ ﯽﻓﺮﻌﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PyFlux ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻨﮑﻓﺍﺮﻓ ﻩﺎﮔﺪﯾﺩ

ﻥﻮﺘﯾﺎﭘ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺩﻮﺟﻮﻣ ﯼﺎﺿﺎﻘﺗ ﯽﻨﯿﺑ ﺶﯿﭘ

ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﺭﺩ ﻪﺒﻨﺟ ﯼﺯﺎﺴﻟﺪﻣ ﮎﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻣﺎﮔ ﺱﻮﮑﻌﻣ ﻊﯾﺯﻮﺗ

ﺪﯿﻨﮐ ﻞﺼﺘﻣ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻥﻮﺘﺳ ﮏﯾ ﻪﺑ ﺍﺭ ﻦﺘﻣ ﻥﻮﺘﺳ ﻭﺩ

NLTK ﺎﺑ N-gram ﻥﺎﺑﺯ ﯼﺯﺎﺳ ﻝﺪﻣ

ﺍﺪﻧﺎﭘ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﯾﺎﻓ ﻦﯾﺪﻨﭼ ﺯﺍ ﻞﺴﮐﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﻝﺎﺼﺗﺍ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Matplotlib ﮓﻧﺭ ﺭﺍﻮﻧ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

Turicreate ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻻﺎﺑ ﻡﺮﻫﺍ ﻪﻄﻘﻧ ﮎﺭﺩ

؟ﺖﺴﯿﭼ ﻦﻤﺠﻧﺍ ﺭﺎﮐﺩﻮﺧ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ

؟ﺖﺴﯿﭼ ﯽﺳﻮﻨﯿﺳ ﻝﺪﻣ ﺭﺩ ﯽﻔﯿﻃ ﺭﺍﺩﻮﻤﻧ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ Matplotlib ﺭﺩ ﺍﺭ ﺭﺍﺩﻮﻤﻧ ﺭﺍﺩﻮﻤﻧ ﮓﻧﺭ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Matplotlib ﻞﮑﺷ ﺭﺩ ﺍﺭ ﻥﺍﻮﻨﻋ ﻢﻠﻗ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Matplotlib ﺭﺩ ﺍﺭ ﺭﺍﺩﻮﻤﻧ ﺭﺍﺩﻮﻤﻧ ﮏﯾ ﻂﺧ ﺽﺮﻋ ﻪﻧﻮﮕﭼ

Jupyter VS Python IDLE ﮎﻮﺑ ﺕﻮﻧ

ﯽﻌﻗﺍﻭ ﯼﺎﯿﻧﺩ ﻝﺎﺜﻣ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﮑﻓﺎﮐ ﻥﻮﯿﺳﺎﻣﻮﺗﺍ

kaiser ﺭﺩ Numpy - Python

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ KBC ﯼﺯﺎﺑ

ﺪﯿﺷﺎﺑ Keras ﯼﺎﻫ ﻝﺪﻣ ﺐﻗﺍﺮﻣ CodeMonitor ﺎﺑ

keras.fit() ﻭ keras.fit_generator()

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Scikit-Learn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺲﯾﻮﻧ ﺖﺳﺩ ﺩﺍﺪﻋﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﻭﺭ ﺮﺑ K-Means ﯼﺪ

k-ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺎﺴﻤﻫ ﻦﯾﺮﺘﮑﯾﺩﺰﻧ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﺪﻣ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﯼﺍﺮﺑ Y ﯼﻼﻘﺗ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺏﺍﺮﺷ ﺖﯿﻔﯿﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﯼﺍﺮﺑ ML ﺯﺍ ﻪﻧﻮﮕﭼ

ﻮﻠﻓﺭﻮﺴﻨﺗ ﺎﺑ ﺭﻮﺴﻨﺗ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

(SVM) ﯼﺭﺍﺩﺮﺑ ﯼﺎﻫ ﻦﯿﺷﺎﻣ ﻥﺎﺒﯿﺘﺸﭘ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻞﻣﺎﮑﺗ ﻪﯾﺮﻈﻧ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﺎﺑ ﯼﺩﻮﺟﻮﻣ ﺖﯾﺮﯾﺪﻣ

Bottle Framework ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﻮﺟ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﺎﺘﮐﺍﺮﻓ ﺎﯿﻟﻮﺟ

Visual Studio Code ﺭﺩ Jupyter ﮎﻮﺑ ﺕﻮﻧ ﯽﻧﺩﻭﺰﻓﺍ ﻪﻣﺎﻧﺮﺑ

ﯼﺪﻌﺑ n ﯽﯾﺎﻀﻓ ﻪﯾﺍﺭﺁ ﯽﺟﻭﺯ ﻞﺻﺍﻮﻓ - ﻥﻮﺘﯾﺎﭘ

wxPython ﺭﺩ ﭖﺁ ﭖﺎﭘ ﯼﻮﻨﻣ

Python - ﺯﺍ ﯽﻟﺎﻤﺘﺣﺍ ﯼﺎﻫ ﻪﺘﺷﺭ ﺮﯾﺯ ﺩﺍﺪﻌﺗ String

Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ Log-Normal Distribution ﺕﺭﺪﻗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﻭﺮﯿﻧ ﻝﺎﻣﺮﻧ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﻊﺑﺍﻮﺗ ﻊﯾﺯﻮﺗ - ﺕﺭﺪﻗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺍ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺭﺩ ﺪﻧﻮﺸﯿﭘ ﺲﻧﺎﮐﺮﻓ ﻦﺘﻓﺎﯾ

ﺎﻫﺩﺭﻮﮐﺭ ﻞﭘﺎﺗ ﺪﻧﻮﺸﯿﭘ - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﮎﺎﭘ ﻪﻧﺪﺑ ﺐﺴﭼﺮﺑ ﺯﺍ ﺍﺭ ﻦﺘﻣ ﻪﻤﻫ ﻥﻮﺘﯾﺎﭘ ﺭﺩ BeautifulSoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﺍﺮﺧ ﻞﮔﻮﮔ ﯼﺎﻫ ﻪﺸﻘﻧ ﺯﺍ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﺍﺮﺧ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻠﺤﻣ HTML ﯼﺎﻫ ﻞﯾﺎﻓ ﺯﺍ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﺍﺮﺧ ﺍﺭ ﺎﻫ ﻑﺍﺮﮔﺍﺭﺎﭘ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻁﺮﺷ ﺪﻨﭼ ﺎﺑ()NumPy Where ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Pandas apply() inplace ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ()qcut ﻭ()Pandas cut ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ IQR ﺎﺑ ﺍﺪﻧﺎﭘ ﺮﺘﻠﯿﻓ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﯿﻐﺘﻣ ﯼﺭﺍﺬﮔﺭﺎﺑ ﻭ ﻩﺮﯿﺧﺫ ﯼﺍﺮﺑ Pickle ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Color Boxplot ﯼﺍﺮﺑ Seaborn ﮓﻧﺭ ﺖﻟﺎﭘ ﺯﺍ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯿﻧﺎﺛ ﯽﻠﯿﻣ ﺎﺑ strptime ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Eclipse ﺭﺩ Live Coding Python ﯽﮔﮋﯾﻭ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ PyGame ﺭﺩ ﺮﯾﻮﺼﺗ ﮏﯾ ﺶﺧﺮﭼ ﻭ ﺱﺎﯿﻘﻣ ﯼﺍﺮﺑ ﺱﻭﺎﻣ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Python3 ﺭﺩ ﺎﻫﺮﯿﻐﺘﻣ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Google Cloud ﺯﺍ Vision API ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ BeautifulSoup ﺎﺑ Xpath ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺪﯿﯾﺄﺗ ﺍﺭ Pyspark ﻢﯾﺮﻓﺎﺘﯾﺩ ﻥﻮﺘﺳ ﻉﻮﻧ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﻢﺴﺠﺗ Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﻩﺪﻨﮐﺍﺮﭘ ﺲﯾﺮﺗﺎﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺮﺘﺴﮔ ﺍﺪﻧﺎﭘ ﻢﯾﺮﻓﺎﺘﯾﺩ ﺭﺩ ﺮﺘﺸﯿﺑ ﯼﺎﻫ ﻥﻮﺘﺳ ﻥﺪﯾﺩ ﯼﺍﺮﺑ ﺍﺭ ﯽﺟﻭﺮﺧ ﺶﯾﺎﻤﻧ ﻪﺤﻔﺻ ﻪﻧ

؟ﻢﯿﺴﯾﻮﻨﺑ hello world ﯼﺍﺮﺑ ﻩﺩﺎﺳ Flask API ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﺴﯾﻮﻨﺑ ﺮﻈﻧ Python3 ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﺴﯾﻮﻨﺑ TSV ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ Pandas DataFrame ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﺴﯾﻮﻨﺑ HTML ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﭗﯾﺯ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫ ﺖﺴﯿﻟ ﺯﺍ ﺖﺴﯿﻟ ﻭﺩ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ - ﺖﯾﺩﻮﺟﻮﻣ ﻞﯾﺪﺒﺗ ﻭ HTML ﯼﺯﺎﺴﮐﺎﭘ

Tkinter - Python ﺭﺩ()iconphoto ﺪﺘﻣ

ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﯼﺍ ﻪﻨﯾﺁ ﺮﯾﻮﺼﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﯼﺮﻨﺸﮑﯾﺩ ﺮﯾﺩﺎﻘﻣ ﻉﻮﻤﺠﻣ ﻦﺘﻓﺎﯾ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗﺭﺩﻮﺗ ﯼﺎﻫﺩﺭﻮﮐﺭ ﺮﯾﺩﺎﻘﻣ ﻉﻮﻤﺠﻣ ﻦﺘﻓﺎﯾ

؟ﻢﯿﻨﮐ ﯽﺴﯾﻮﻧﺯﺎﺑ ﻭ ﺎﺠﺑﺎﺟ ﺍﺭ ﺎﻫ ﻪﺷﻮﭘ ﻭ ﺎﻫ ﻞﯾﺎﻓ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻫﺩ ﺮﯿﯿﻐﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺮﺑﺍﺮﺑ ﯽﯾﺎﺗ ﺪﻨﭼ ﯼﺎﻫﺮﻄﺳ

motion_blur() ﺭﺩ Python Wand

ﺪﯿﻨﮐ ﻞﻘﺘﻨﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻠﺻﺍ ﻪﺷﻮﭘ ﻪﺑ ﺎﻫ ﻪﺷﻮﭘ ﺮﯾﺯ ﺯﺍ ﺍﺭ ﺎﻫ ﻞﯾﺎﻓ ﻪﻤﻫ

ﺪﯿﻨﮐ ﻞﻘﺘﻨﻣ ﺮﯿﯿﻐﺗ ﻭ ﺩﺎﺠﯾﺍ ﺦﯾﺭﺎﺗ ﺭﺩ ﻩﺪﺷ ﯼﺭﺍﺬﮔﻡﺎﻧ ﯼﺎﻫﺖﺳﺮﻬﻓ ﻪﺑ ﺍﺭ ﺎﻫ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Vaex ﺎﺑ ﯽﯾﺎﻨﺷﺁ

wxPython ﺭﺩ()Move ﻊﺑﺎﺗ

PyGame ﺭﺩ ﯽﺷ ﮏﯾ ﯽﯾﺎﺠﺑﺎﺟ

GTK+ 3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﻮﺑ ﺕﻮﻧ

Python - ﻞﻗﺍﺪﺣ Subraray ﯽﻟﺍﻮﺘﻣ ﻥﺎﺴﮑﯾ

Python - ﺩﺭﻮﮐﺭ ﺵﺯﺭﺍ ﺖﺴﯿﻟ ﺮﻫ ﺭﺩ ﻞﻗﺍﺪﺣ

ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺭﺩ ﺭﺍﺪﻘﻣ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﺖﺴﯿﻟ ﺭﺩ ﻝﻮﺼﺤﻣ ﺖﻔﺟ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

ﺪﯿﻨﮐ ﻞﻘﺘﻨﻣ ﺐﻘﻋ ﯼﺎﻬﺘﻧﺍ ﻪﺑ ﺍﺭ Word - ﻥﻮﺘﯾﺎﭘ

؟ﻢﯿﻨﮐ ﺏﺮﺿ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﻭﺩ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺏﺮﺿ ﺖﺴﯿﻟ ﮏﯾ ﺭﺩ ﺍﺭ ﯽﻟﺍﻮﺘﻣ ﺮﺻﺎﻨﻋ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺏﺮﺿ ﺮﺼﻨﻋ ﻡﺍ N ﺮﻫ ﺭﺩ ﺍﺭ K ،ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

OLS ﻪﺻﻼﺧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ ﺞﯾﺎﺘﻧ ﺮﯿﺴﻔﺗ

ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻠﺤﻣ ﯽﻃﺎﺒﺗﺭﺍ ﻪﮑﺒﺷ ﮎﺭﺩ

PointNet ؟ﺖﺴﯿﭼ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ

؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻝﻮﺒﯾﺍﻭ ﺮﻄﺧ ﺡﺮﻃ

Python - ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺎﻫﺪﯿﻠﮐ ﯼﺍﺮﺑ ﺭﺍﺪﻘﻣ ﻞﻗﺍﺪﺣ ﻥﺪﺷ ﺖﻔﺟ

ﺖﺴﯿﻟ ﺖﻟﺎﺣ ﺪﻨﭼ - ﻥﻮﺘﯾﺎﭘ

ﻞﭘﺎﺗ ﺭﺩ ﯽﻧﻮﺘﺳ ﺪﻨﭼ ﯼﺯﺎﺳ ﺐﺗﺮﻣ - ﻥﻮﺘﯾﺎﭘ

ﻪﻧﺎﮔﺪﻨﭼ ﯼﺎﻫﺪﯿﻠﮐ ﯽﻫﻭﺮﮔ ﯼﺪﻨﺑ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

Python - ﺵﺯﺭﺍ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﺭﺩ ﺏﺮﺿ Like Keys

Python - ﺪﯿﻨﮐ ﺏﺮﺿ ﺍﺭ ﻞﺑﺎﻘﺘﻣ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﺖﻔﺟ ﻪﻤﻫ

K ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻦﯾﺮﺘﮑﯾﺩﺰﻧ - ﻥﻮﺘﯾﺎﭘ

Python - ﻞﭘﺎﺗ ﮏﺗ ﺭﺍﺪﻘﻣ ﻪﺑ ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ

ﺎﻫ ﺖﺴﯿﻟ ﺯﺍ ﻮﺗﺭﺩﻮﺗ ﯼﺎﻫﺩﺭﻮﮐﺭ ﺖﺳﺮﻬﻓ - ﻥﻮﺘﯾﺎﭘ

ﻩﺮﯿﻏ ﺮﺻﺎﻨﻋ ﯼﺎﻫ ﺺﺧﺎﺷ - ﻥﻮﺘﯾﺎﭘ

K ﯼﺭﺍﺮﮑﺗ ﻪﺴﯾﻮﻧ N ﯽﻧﺎﺷﻮﭙﻤﻫ ﺮﯿﻏ ﯼﺎﻫﺩﺍﺪﺧﺭ - ﻥﻮﺘﯾﺎﭘ

ﯽﻧﺎﺷﻮﭙﻤﻫ ﺮﯿﻏ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫ ﻩﺩﻭﺪﺤﻣ - ﻥﻮﺘﯾﺎﭘ

K ﺯﺍ ﺮﺘﮔﺭﺰﺑ ﻦﯾﺮﺘﮑﭼﻮﮐ ﻦﯿﻤﻬﻧ - ﻥﻮﺘﯾﺎﭘ

ﺪﻧﺭﺍﺩ ﺖﻘﺑﺎﻄﻣ K ﻝﻮﻃ ﺎﺑ ﺎﻫ ﻪﺘﺷﺭ ﺮﯾﺯ ﻪﮐ ﯽﯾﺎﻫ ﺖﯿﻌﻗﻮﻣ ﺩﺍﺪﻌﺗ - ﻥﻮﺘﯾﺎﭘ

ﻩﮊﺍﻭﺪﯿﻠﮐ ﯼﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ ﻥﺍﻮﻨﻋ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻝﺎﺳﺭﺍ

ﺪﯿﻨﮐ ﻪﯾﺰﺠﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ urllib ﻭ regex ﺎﺑ ﺍﺭ ﺖﯾﺎﺳ ﺏﻭ ﮏﯾ

ﺎﻫ ﺖﺴﯿﻟ ﺖﻫﺎﺒﺷ ﺪﺻﺭﺩ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ (PSNR) ﺰﯾﻮﻧ ﻪﺑ ﻝﺎﻨﮕﯿﺳ ﺖﺒﺴﻧ ﮏﯿﭘ ﻥﺩﺮﮐ ﺍﺪﯿﭘ

Python- ﺲﮐﺪﻨﯾﺍ ﺭﺩ ﻉﻮﻗﻭ ﺪﺻﺭﺩ

ﺩﺍﺪﻋﺍ ﯼﺮﻈﻧ ﻞﯾﺪﺒﺗ - ﻥﻮﺘﯾﺎﭘ

Python() ﻥﺎﻣﺯ ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻮﮕﻟﺍ ﺪﯿﻟﻮﺗ

ﺪﯿﻨﮐ ﻝﺎﺳﺭﺍ ﻡﺎﯿﭘ ﯽﯾﺎﺸﮔﺰﻣﺭ -ﯽﯾﺎﺸﮔﺰﻣﺭ ،Python Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﯽﻧﺎﮔﮊﺍﻭ ﺐﯿﺗﺮﺗ ﻪﺑ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺯﺍ ﯽﺘﺴﯿﻟ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻩﺪﻧﺭﺎﻤﺷ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺰﯾﺎﻤﺘﻣ ﺮﺻﺎﻨﻋ ﺎﺑ ﻪﻋﻮﻤﺠﻣ ﺮﯾﺯ ﺩﺍﺪﻌﺗ ﻞﻗﺍﺪﺣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻮﺗ ﺭﺩ ﻮﺗ ﯼﺎﻫ ﺖﺴﯿﻟ ﻡﺎﻏﺩﺍ

ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﻪﺑ ﯼﺭﺍﺮﮑﺗ ﺩﺭﺍﻮﻣ ﻡﺎﻏﺩﺍ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺪﻧﻮﺸﯿﭘ ﻭ ﺪﻧﻮﺴﭘ ﺎﺑ ﻪﺘﺷﺭ ﻭﺩ ﻡﺎﻏﺩﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺖﺳﺮﻬﻓ ﻭﺩ ﻡﺎﻏﺩﺍ

Python - N ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫ ﻞﭘﺎﺗ ﺖﺴﯿﻟ

ﻂﻠﺘﺨﻣ ﺖﻔﺟ ﯼﺎﻫﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺭﺩ ﯼﺩﺪﻋ ﯼﺯﺎﺳﺐﺗﺮﻣ - ﻥﻮﺘﯾﺎﭘ

Numpy ﻪﯾﺍﺭﺁ ﻥﻮﺘﺳ ﻑﺬﺣ - ﻥﻮﺘﯾﺎﭘ

ﺎﻫﺩﺭﻮﮐﺭ ﺖﺳﺮﻬﻓ ﺭﺩ ﺩﺍﺪﺧﺭ ﻩﺪﻧﺭﺎﻤﺷ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﻝﺎﯾﻮﻣ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﯽﻣﺎﮔﺎﮐﺎﻧ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﯽﻔﻨﻣ ﯼﺍ ﻪﻠﻤﺟ ﻭﺩ ﻪﺘﺴﺴﮔ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ Chi-squared ﯼﺰﮐﺮﻣ ﺮﯿﻏ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﯼﺰﮐﺮﻣ ﺮﯿﻏ F ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ T ﯼﺰﮐﺮﻣ ﺮﯿﻏ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﻝﺎﻣﺮﻧ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﻝﺎﻣﺮﻧ ﺱﻮﮑﻌﻣ ﯽﺳﻭﺎﮔ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Heapdict ﻭ Queue ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﯾﻮﻟﻭﺍ ﻒﺻ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺻﻮﺼﺧ ﯼﺎﻫ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ProcessPoolExecutor ﺱﻼﮐ

MySQL ﻭ Python Flask ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﯾﺎﻓﻭﺮﭘ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺳ ﻞﯾﺎﻓﻭﺮﭘ

ﻥﺎﻣﺯ ﻭ ﻪﯿﻟﻭﺍ ﺖﻋﺮﺳ ،ﯽﯾﺎﻬﻧ ﺖﻋﺮﺳ ،ﺏﺎﺘﺷ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻝﺎﺳ ﺭﺩ ﻦﺳ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻪﯿﻧﺎﺛ ﺯﺍ ﻝﺎﺳ ﻭ ﻩﺎﻣ ،ﺦﯾﺭﺎﺗ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﻦﯿﻌﻣ ﺩﺪﻋ ﮏﯾ ﻊﺑﺮﻣ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺺﻟﺎﺧﺎﻧ ﺩﺰﻤﺘﺳﺩ ﻪﺒﺳﺎﺤﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﺷﺎﺑ K ﺎﺑ ﺮﺑﺍﺮﺑ ﻪﮐ ﯽﺗﺭﻮﺻ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﮏﯾ ﺭﺍﺪﻘﻣ ﺮﯿﯿﻐﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﻨﺘﺴﻫ ﺍﺪﺟ ﻞﺑﺎﻘﺘﻣ ﺕﺭﻮﺻ ﻪﺑ ﺎﻫ ﻪﺘﺷﺭ ﻪﻤﻫ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺦﯾﺭﺎﺗ ﻩﺩﻭﺪﺤﻣ ﺭﺩ ﺦﯾﺭﺎﺗ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺪﻨﺘﺴﻫ ﺮﺘﮔﺭﺰﺑ ﺎﯾ ﺮﺘﮑﭼﻮﮐ ﺐﯿﺗﺮﺗ ﻪﺑ ﺕﻮﯿﭘ ﺖﺳﺍﺭ ﻭ ﭗﭼ ﺖﻤﺳ ﺮﺻﺎﻨﻋ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ

(ﯽﻄﺧ ﮏﯾ) ﺩﺪﻋ ﻥﺩﻮﺑ ﻡﻭﺭﺪﻨﯿﻟﺎﭘ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

ﺖﺳﺍ ﺮﺒﺘﻌﻣﺎﻧ ﺎﯾ ﺖﺳﺍ IPv6 ﺎﯾ IPv4 ﻩﺪﺷ ﻩﺩﺍﺩ ﻪﺘﺷﺭ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧ

ﺖﺴﯿﻟ ﻭﺩ ﺭﺩ ﺪﻧﻮﺴﭘ - ﯽﻧﺎﺷﻮﭙﻤﻫ ﺪﻧﻮﺸﯿﭘ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

Seaborn ﺯﺍ ﺪﯾﺎﺑ ﺍﺮﭼ ﻭ ﺖﺴﯿﭼ seaborn ؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ

؟ﺖﺴﯿﭼ ﯽﯾﺎﯾﺭﺩ ﻪﻧﺎﺨﺑﺎﺘﮐ ﯼﺎﻫﺯﺎﯿﻧ ﺶﯿﭘ

؟ﺖﺴﯿﭼ ﯽﯾﺎﯾﺭﺩ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻢﻬﻣ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺏﺎﺴﺘﻧﺍ ﯼﺎﻫ ﻪﯿﻧﺎﯿﺑ ﻒﻠﺘﺨﻣ ﻝﺎﮑﺷﺍ

Python3 ﺭﺩ ﯽﺟﻭﺮﺧ ﻭ ﯼﺩﻭﺭﻭ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﮏﯿﻨﮑﺗ

matplotlib ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﻪﺸﻘﻧ

ﺎﻫﺪﯿﻠﮐ ﺱﺎﺳﺍ ﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﺵﻭﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﻤﻧ ﺮﯿﻐﺘﻣ ﻪﺑ ﯽﺳﺮﺘﺳﺩ ﯼﺍﺮﺑ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﻩﺍﺭ

NumPy ﻪﯾﺍﺭﺁ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﻞﯾﺪﺒﺗ ﯼﺍﺮﺑ ﻒﻠﺘﺨﻣ ﯼﺎﻫ ﺵﻭﺭ

Python-Itertools.zip_longest()

monthdays2calendar() ﺪﺘﻣ :ﻥﻮﺘﯾﺎﭘ ﻢﯾﻮﻘﺗ ﻝﻭﮊﺎﻣ

yeardayscalendar() ﺪﺘﻣ :ﻥﻮﺘﯾﺎﭘ ﻢﯾﻮﻘﺗ ﻝﻭﮊﺎﻣ

Matplotlib.figure.Figure.draw() ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()low ﻭ()casefold ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﻪﭼﺭﺎﭙﮑﯾ - ﯼﻭﺎﮐ ﻩﺩﺍﺩ

.ﺪﯿﻨﮐ ﺏﺮﺿ ﺮﻟﺎﮑﺳﺍ ﺎﺑ ﺍﺭ ﺰﯾﺎﻤﺗ ﺮﻫ ﻥﻮﺘﯾﺎﭘ ﺭﺩ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻭ ﺪﯿﻨﮐ ﺰﯾﺎﻤﺘﻣ ﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺙﺭﻭﺮﺗﺎﺑ ﻝﺎﺘﯿﺠﯾﺩ ﺪﻧﺎﺑ ﺮﺘﻠﯿﻓ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Butterworth ﺮﺘﻠﯿﻓ ﺩﺭ ﻝﺎﺘﯿﺠﯾﺩ ﺪﻧﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ High Pass Butterworth ﻝﺎﺘﯿﺠﯾﺩ ﺮﺘﻠﯿﻓ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Low Pass Butterworth ﻝﺎﺘﯿﺠﯾﺩ ﺮﺘﻠﯿﻓ

ﺪﯿﻨﮐ ﻢﯿﺴﻘﺗ ﺖﺒﺴﻧ ﮏﯾ ﻪﺑ ﺍﺭ DataFrame ﮏﯾ

ﺪﯿﻨﮐ ﻢﯿﺴﻘﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﮕﯾﺩ ﻪﺑ ﺍﺭ Hermite ﯼﺮﺳ ﮏﯾ NumPy ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺑﺎﺸﻣ ﯼﺪﯿﻠﮐ ﺵﺯﺭﺍ ﯼﺎﻫ ﺖﺴﯿﻟ ﻪﺑ ﺍﺭ ﺎﻫ ﺖﺴﯿﻟ

؟ﻢﯿﻨﮐ ﺱﻮﮑﻌﻣ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻞﭘﺎﺗ ﺮﺻﺎﻨﻋ ﻪﻧﻮﮕﭼ

ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﻪﻧﺎﮔﺪﻨﭼ ﺵﺯﺭﺍ ﺎﺑ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﺭﺍﻮﻤﻫﺎﻧ ﻩﺯﺍﺪﻧﺍ ﺎﺑ ﺲﯾﺮﺗﺎﻣ ﻥﻮﺘﺳ ﻞﻗﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

(ﺐﯿﺗﺮﺗ ﻪﺑ ﻪﺟﻮﺗ ﻥﻭﺪﺑ) ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﯽﻠﭘﺎﺗ ﺲﻧﺎﮐﺮﻓ - ﻥﻮﺘﯾﺎﭘ

ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﺏﺮﺿ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ Tukey-Lambda ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﻣﺁ ﺭﺩ ﺖﺧﺍﻮﻨﮑﯾ ﻪﺘﺴﺴﮔ ﻊﯾﺯﻮﺗ ﺶﯾﺎﻤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻼﮐ ﮏﯾ ءﺎﯿﺷﺍ ﭖﺎﭼ

ﻩﺮﺠﻨﭘ ﯼﻮﮕﻟﺍ ﭖﺎﭼ ﯼﺍﺮﺑ ﻪﻣﺎﻧﺮﺑ

ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ K ﭖﺎﭼ ﯼﺍﺮﺑ ﻪﻣﺎﻧﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﯽﺻﺎﺧ ﺮﺘﮐﺍﺭﺎﮐ ﯼﺍﺭﺍﺩ ﻪﺘﺷﺭ ﮏﯾ ﺎﯾﺁ ﻪﮑﻨﯾﺍ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﯼﺍ ﻪﻣﺎﻧﺮﺑ

tkinter ﻪﻨﯾﺰﮔ ﯼﻮﻨﻣ ﯼﺪﻨﺑﺮﮑﯿﭘ ﯼﺍﺮﺑ ﺮﺼﺘﺨﻣ ﯽﺷﻭﺭ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ Tkinter ﻩﺮﺠﻨﭘ ﻪﺑ ﺍﺭ ﺏﻭ ﺮﮔﺭﻭﺮﻣ ﻩﺮﺠﻨﭘ

ﺪﯿﻨﮐ ﺯﺍﺮﺗ Tkinter ﺎﺑ ﻒﯾﺩﺭ ﺮﻫ ﺭﺩ ﺍﺭ ﺎﻫ ﺐﺴﭼﺮﺑ ﻭ ﺎﻫ ﻪﻤﮐﺩ

ﺪﯿﻨﮐ ﻞﺼﺘﻣ ﯽﺘﺧﺭﺩ ﯼﺎﻤﻧ ﻪﺑ ﺍﺭ ﯼﺩﻮﻤﻋ ﻝﻭﺮﮑﺳﺍ ﺭﺍﻮﻧ ﮏﯾ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ tkinter ﺭﺩ()Toplevel ءﯽﺷ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻪﺘﺴﺑ ﻪﺳﺪﻨﻫ ﺎﺑ ﺍﺭ Tkinter ﻡﻮﺑ ﺶﯾﺎﻤﯿﭘ ﺭﺍﻮﻧ

Tkinter ﺭﺩ ﺮﮔﻭﺩﺎﺟ ﮏﯾ ﺩﺎﺠﯾﺍ

Tkinter ﺎﺑ ﻝﻮﻃ ﺱﺎﺳﺍ ﺮﺑ ﯽﮕﻧﺭ ﻁﻮﻄﺧ ﺩﺎﺠﯾﺍ

Tkinter ﺭﺩ ﻪﻘﻠﺣ ﮏﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺩﺪﻌﺘﻣ ﯼﺎﻫ ﺲﮐﺎﺑ ﮏﭼ ﺩﺎﺠﯾﺍ

ﺖﺳﺍ ﻩﺪﻫﺎﺸﻣ ﻞﺑﺎﻗ ﺎﯾ ﻻﺎﺑ ﺭﺩ Tkinter ﺖﺠﯾﻭ ﻡﺍﺪﮐ ﺪﯿﻨﮐ ﻦﯿﯿﻌﺗ

tkinter ﺭﺩ url ﺯﺍ ﺮﯾﻭﺎﺼﺗ ﺶﯾﺎﻤﻧ

tkinter GUI ﺎﺑ ﺯﻭﺭ ﻪﺑ ﯼﺩﻭﺭﻭ ﯼﺎﻫ ﻝﺎﻨﮕﯿﺳ ﺶﯾﺎﻤﻧ

ﺪﯿﻨﮐ ﻝﺎﻌﻓ Tkinter Combobox ﮏﯾ ﺯﺍ ﺍﺭ ﺮﯾﺩﺎﻘﻣ ﺏﺎﺨﺘﻧﺍ ﻦﯾﺪﻨﭼ

ﺪﻨﮐ ﯽﻣ ﯽﻧﺍﻮﺧﺍﺮﻓ Tkinter ﺭﺩ ﺍﺭ ﯼﺩﺍﺪﯾﻭﺭ ﻪﮐ ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﯽﺘﺠﯾﻭ ﻪﺳﺎﻨﺷ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻪﻘﻠﺣ ﮏﯾ ﺯﺍ ﺍﺭ Tkinter ﯼﺩﻭﺭﻭ

؟ﺪﯿﻨﮐ ﯽﻣ ﺝﺭﺎﺧ Tkinter Entry ﺖﺠﯾﻭ ﺯﺍ ﺍﺭ ﯽﻨﺘﻣ ﺮﯿﻐﺘﻣ ﺎﯾﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Tkinter ﯼﻮﻨﻣ ﺭﺍﻮﻧ ﻑﺬﺣ ﺎﯾ ﻥﺩﺮﮐ ﻥﺎﻬﻨﭘ

؟ﻢﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ﯼﺍﺮﺑ Tkinter ﺯﺍ ﻢﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﻨﮐ ﻢﯿﺴﻘﺗ ﻞﯾﺎﻓ ﻦﯾﺪﻨﭼ ﺭﺩ ﺍﺭ Python Tkinter ﺪﮐ ﻪﻧﻮﮕﭼ

؟ﻢﺴﯾﻮﻨﺑ ﻡﺍ ﻩﺩﺮﮐ ﺏﺎﺨﺘﻧﺍ ﻪﮐ ﯽﻠﯾﺎﻓ ﺭﺩ filedialog.asksaveasfile ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕ

؟ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ Tkinter ﺭﺩ Text ﺖﺠﯾﻭ ﻪﺑ xscrollbar ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﻪﻓﺎﺿﺍ Tkinter ﺭﺩ ﻮﻨﻣ ﺮﯾﺯ ﮏﯾ ﻪﺑ ﺍﺭ ﯽﯾﻮﯾﺩﺍﺭ ﯼﺎﻫ ﻪﻤﮐﺩ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺍﺩ ﺮﯿﯿﻐﺗ ﻪﻘﻠﺣ ﮏﯾ ﺭﺩ ﺍﺭ Tkinter ﻪﻤﮐﺩ ﻦﺘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ Tkinter GUI ﺭﺩ ﺍﺭ ﺰﯿﭼ ﻪﻤﻫ ﮓﻧﺭ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﭙﮐ ﺩﺭﻮﺑ ﭗﯿﻠﮐ ﺭﺩ Tkinter ﻡﻮﺑ ﺯﺍ ﺍﺭ ﺲﮑﻋ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻝﺎﻌﻓﺮﯿﻏ Tkinter ﺭﺩ Treeview ﺖﺠﯾﻭ ﺭﺩ ﺍﺭ ﻥﻮﺘﺳ ﻩﺯﺍﺪﻧﺍ ﺮﯿﯿﻐﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﺍﺭ ﻒﻠﺘﺨﻣ ﺮﯾﻭﺎﺼﺗ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﮑﺒﺷ ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕ

؟ﻢﯿﻫﺩ ﺶﯾﺎﻤﻧ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ ﺭﺩ ﺍﺭ ﺩﺍﺪﻋﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ TKinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯼﺯﺎﺳﺎﺟ Python Tkinter ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﺭﺩ ﺍﺭ Cartopy ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺪﯿﭘ Tkinter Python GUI ﺭﺩ ﺍﺭ ﺱﻭﺎﻣ ﮏﯿﻠﮐ ﻪﺑ ﮏﯾﺩﺰﻧ ﯼﺎﻫ ﮓﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ Python Tkinter Text ﺖﺠﯾﻭ ﺯﺍ ﺍﺭ ﻩﺪﺷ ﺏﺎﺨﺘﻧﺍ ﻦﺘﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ Tkinter ﺭﺩ ﺍﺭ Master Frame ﻡﺎﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺩﺭﺍﻭ Tkinter ﻪﮑﺒﺷ ﺭﺩ ﺍﺭ ﺪﯾﺪﺟ ﯼﺎﻫ ﻒﯾﺩﺭ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺯﺎﺑ ﺹﺎﺧ csv. ﻞﯾﺎﻓ ﮏﯾ Python Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﻪﻤﮐﺩ ﮏﯾ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕ

؟ﺩﺮﮐ ﺮﻫﺎﻇ ﻂﺧ ﺖﺴﮑﺷ ﺎﺑ ﺍﺭ Tkinter ﺲﮐﺎﺑ ﺖﺴﯿﻟ ﺮﺼﻨﻋ ﮏﯾ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﺩﺍﺩ ﻩﺯﺍﺪﻧﺍ ﺮﯿﯿﻐﺗ ﺎﻫ ﺐﺴﭼﺮﺑ ﻭ ﺎﻫ ﻪﻤﮐﺩ ﺭﺩ ﺭﺎﮐﺩﻮﺧ ﺭﻮﻃ ﻪﺑ ﺍﺭ Python Tkinter ﻦﺘﻣ ﻥﺍ

؟ﻢﯿﻫﺩ ﺮﯿﯿﻐﺗ ﺎﻫﺩﺍﺪﯾﻭﺭ ﺱﺎﺳﺍ ﺮﺑ Tkinter Canvas ﺭﺩ ﺍﺭ ﺎﻫ ﮓﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻞﻘﺘﻨﻣ ﺮﮕﯾﺩ ﺱﻼﮐ ﻪﺑ ﺱﻼﮐ ﮏﯾ ﺯﺍ ﺍﺭ ﯼﺪﻌﺑ ﻭﺩ ﻪﯾﺍﺭﺁ ﮏﯾ Tkinter ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﺎﭙﺴﺑ ﺮﻃﺎﺧ ﻪﺑ 3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ tkinter ﻩﺮﺠﻨﭘ ﺖﯿﻌﻗﻮﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ Tkinter ﻡﻮﺑ ﺯﺍ ﺍﺭ ﺪﯿﻔﺳ ﯼﺎﻀﻓ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺑﺎﯾﺯﺎﺑ Tkinter ﺎﺑ ﺍﺭ ﻩﺪﺷ ﯽﭙﮐ ﻞﯾﺎﻓ ﻡﺎﻧ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﯽﺑﺎﯾﺯﺎﺑ Tkinter ﺭﺩ ScrolledText ﺖﺠﯾﻭ ﮏﯾ ﺯﺍ ﺍﺭ ﻦﺘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻧﺎﺧﺮﭽﺑ Tkinter ﺭﺩ ﻩﺮﯾﺍﺩ ﮏﯾ (ﻞﺧﺍﺩ ﺎﯾ) ﺭﻭﺩ ﻪﺑ ﺍﺭ ﻦﺘﻣ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ Tkinter ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﯾﺎﻬﻧ ﯽﺑ ﺎﯾ ﺭﺎﮐﺩﻮﺧ ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ Specific ﻊﺑﺎﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Tkinter ﺭﺩ Text ﺖﺠﯾﻭ ﯼﺍﺮﺑ ﺮﺘﮐﺍﺭﺎﮐ ﺐﺴﺣ ﺮﺑ ﺍﺭ ﺽﺮﻋ ﺮﺜﮐﺍﺪﺣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ Tkinter ﺭﺩ ﯽﺘﺳﺭﺩ ﻪﺑ ﺍﺭ ﻡﻮﺑ ﻩﺯﺍﺪﻧﺍ ﻪﻧﻮﮕﭼ

؟ﺩﻮﺷ ﻩﺪﻫﺎﺸﻣ Tkinter Entry ﺖﺠﯾﻭ ﺭﺩ ﻦﺘﻣ ﯼﺎﻬﺘﻧﺍ ﻪﮐ ﻢﯿﻨﮐ ﻢﯿﻈﻨﺗ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺯﻭﺭ ﻪﺑ Tkinter ﻡﻮﺑ ﯼﻭﺭ ﺍﺭ ﺡﺮﻃ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Tkinter ﻦﺘﻣ ﯼﻮﺠﺘﺴﺟ ﺵﻭﺭ ﺭﺩ ﻢﻈﻨﻣ ﺕﺭﺎﺒﻋ ﮏﯾ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Tkinter ﺱﺎﯿﻘﻣ ﺖﺠﯾﻭ ﻝﻭﺮﮑﺳﺍ ﺭﺍﻮﻧ ﯼﺍﺮﺑ ﺭﻭﺎﻨﺷ ﻭ ﺢﯿﺤﺻ ﺮﯿﻏ ﺮﯾﺩﺎﻘﻣ ﺯﺍ ﻪ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻩﺮﺠﻨﭘ ﻥﻭﺪﺑ Tkinter filedialog ﺯﺍ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ Tkinter/ﻥﻮﺘﯾﺎﭘ ﺮﺑ ﯽﻨﺘﺒﻣ ﻦﺘﻣ ﺮﮕﺸﯾﺍﺮﯾﻭ ﺭﺩ ﺍﺭ ﻦﺘﻣ ﺭﺎﮐﺩﻮﺧ ﻞﯿﻤﮑﺗ

؟ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Tkinter ﺭﺎﺑﻮﻨﻣ ﺭﺩ ﺩﺎﻤﻧ ﺩﻮﺟﻭ ﻥﺎﮑﻣﺍ ﺎﯾﺁ

Tkinter ﯽﺑﺎﯾﺩﺭ ﺎﺑ ﻂﺒﺗﺮﻣ ﺱﺎﻤﺗ ﺖﺸﮔﺮﺑ ﻊﺑﺍﻮﺗ ﯼﺎﻫﺖﯾﺩﻭﺪﺤﻣ

؟ﺪﯿﻨﮐ ﯼﺮﯿﮔ ﻩﺯﺍﺪﻧﺍ Tkinter Python ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﮏﯾ ﻉﺎﻔﺗﺭﺍ

؟ﺪﯿﻫﺩ ﺮﯿﯿﻐﺗ ﻩﺮﺠﻨﭘ ﻩﺯﺍﺪﻧﺍ ﻪﺑ ﺍﺭ ﻪﻨﯿﻣﺯ ﺲﭘ ﺮﯾﻮﺼﺗ ﻩﺯﺍﺪﻧﺍ Tkinter grid manager ﺎﺑ

Matplotlib ﺎﺑ Python Tkinter ﺭﺩ ﻪﺤﻔﺻ ﺡﻮﺿﻭ ﺯﺍ ﻞﻘﺘﺴﻣ ﻡﺎﻗﺭﺍ ﺶﯾﺎﻤﻧ

ﺪﯿﻨﮐ ﻒﻗﻮﺘﻣ ﺍﺭ Tkinter ﺭﺩ ﺩﺍﺪﯾﻭﺭ ﮏﯾ ﻥﺩﺮﺑ ﻻﺎﺑ

Tkinter ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺠﯾﻭ ﻝﻭﺪﺟ

<> ﻭ ﻦﯿﺑ tkinter ﺕﻭﺎﻔﺗ

Tkinter ﯼﺩﻭﺭﻭ ﺖﺠﯾﻭ ﮏﯾ ﺭﺩ ﻩﺭﺎﺑﻭﺩ ﻭ ﺩﺮﮔﺍﻭ

؟ﺖﺴﯿﭼ()tkinter/tk ﯼﺪﻨﺑﺮﮑﯿﭘ ﺪﺘﻣ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ

tkapp Tkinter ؟ﺖﺴﯿﭼ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ GitHub ﺭﺩ Pull ﺖﺳﺍﻮﺧﺭﺩ ﮏﯾ Pycharm ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Python Notifying ﺖﭙﯾﺮﮑﺳﺍ ﮏﯾ ﺖﺣﺍﺮﺘﺳﺍ ﯼﺍﺮﺑ

PyQt5 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Tabbed ﺮﮔﺭﻭﺮﻣ ﮏﯾ ﺩﺎﺠﯾﺍ

ﺪﯾﺯﺎﺴﺑ ﻭﺭﻭﺩﻮﻣﻮﭘ ﮏﯾ Python Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

ﻞﭘﺎﺗ ﺖﺴﯿﻟ ﺭﺩ ﻥﻮﺘﺳ ﻦﯿﮕﻧﺎﯿﻣ - ﻥﻮﺘﯾﺎﭘ

ﺖﺳﺍ ﺭﺍﻮﻤﻫﺎﻧ ﻩﺯﺍﺪﻧﺍ ﯼﺎﻫ ﺖﺴﯿﻟ ﺭﺩ ﺎﻫ ﻥﻮﺘﺳ ﯼﺪﻨﺑ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺭﺩ ﻥﻮﺘﺳ ﻝﻮﺼﺤﻣ - ﻥﻮﺘﯾﺎﭘ

ﻮﺗﺭﺩﻮﺗ ﺖﺴﯿﻟ ﯽﻧﻮﺘﺳ ﻪﻧﻼﻗﺎﻋ ﻊﻤﺟ - ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺎﻋﻮﺿﻮﻣ ﻦﯿﺑ ﻁﺎﺒﺗﺭﺍ ﯼﺭﺍﺮﻗﺮﺑ

؟ﺖﺳﺍ ﻩﺪﺷ ﺮﯿﺴﻔﺗ ﺎﯾ ﻞﯾﺎﭙﻣﺎﮐ ﻥﻮﺘﯾﺎﭘ ﺎﯾﺁ

؟ﻢﯿﻨﮐ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫﺩﺭﻮﮐﺭ ﻪﻤﻫ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺵﺯﺭﺍ ﯼﺎﻫ ﺖﺴﯿﻟ ﻦﺘﺳﻮﯿﭘ ﻢﻫ ﻪﺑ ﻩﻮﺤﻧ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﮏﺗ ﻪﺘﺷﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺮﺘﮐﺍﺭﺎﮐ ﺲﯾﺮﺗﺎﻣ ﻪﻧﻮﮕﭼ

ﺪﯾﺪﻧﻮﯿﭙﺑ ﻢﻫ ﻪﺑ ﺎﻫ ﻪﺘﺷﺭ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﯽﻟﺍﻮﺘﻣ ﺮﺼﻨﻋ N - ﻥﻮﺘﯾﺎﭘ

ﯽﻟﺍﻮﺘﻣ ﺮﺘﮐﺍﺭﺎﮐ ﺕﻭﺎﻔﺗ ﺮﺜﮐﺍﺪﺣ - ﻥﻮﺘﯾﺎﭘ

.ﺪﯿﻨﮐ ﺚﺤﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺮﺼﺑ ﺶﯾﺎﻤﻧ ﺮﺑ ﺡﺮﻃ ﺩﺎﻌﺑﺍ ﺖﺒﺴﻧ ﺮﯿﯿﻐﺗ ﺮﯿﺛﺄﺗ ﺩﺭﻮﻣ ﺭﺩ

؟ﻢﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻝﺎﻤﯿﺳﺩﺍﺰﮕﻫ ﻪﺘﺷﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﯼﺍﺭﺁ ﺖﯾﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﺖﻈﻓﺎﺤﻣ ﺮﯿﻐﺘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺷ ﺎﺑ ﻁﺎﺒﺗﺭﺍ ﯼﺍﺮﺑ ﯽﺴﮐﻭﺮﭘ ﯽﺣﺍﺮﻃ ﯼﻮﮕﻟﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ OpenAI ﺎﺑ ﺮﯾﻭﺎﺼﺗ ﺩﺎﺠﯾﺍ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ChatGPT API ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ tkinter ﺭﺩ ﻩﺪﺷ ﻩﺩﺍﺩ ﺭﺎﺸﻓ ﻪﻤﮐﺩ ﺯﺍ ﺍﺭ ﻪﮑﺒﺷ ﺕﺎﻋﻼﻃﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻡﺮﻓ ﯼﺩﻭﺭﻭ ﮏﯾ Pygame ﺭﺩ Tkinter ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺩﻮﺷ ﯽﻤﻧ ﻪﺘﻓﺮﮔ ﻩﺪﯾﺩﺎﻧ tkinter ﺭﺩ "bind" ﺭﻮﺘﺳﺩ ﻪﮐ ﻢﯿﻨﮐ ﻞﺻﺎﺣ ﻥﺎﻨﯿﻤﻃﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻝﺎﻌﻓﺮﯿﻏ Python/Tk ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﺍﺭ ﻦﺘﻣ ﺏﺎﺨﺘﻧﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﮓﻧﺭ Tkinter ﻡﻮﺑ ﺭﺩ ﺍﺭ ﻪﺘﺷﺭ ﺮﯾﺯ ﮏﯾ ﻪﻧﻮﮕﭼ

؟ﺪﻨﮐ ﺪﯿﻟﻮﺗ ﺖﺴﯿﻟ ﯼﺩﻭﺭﻭ ﺯﺍ ﺲﮐﺎﺑ ﺖﺴﯿﻟ ﮏﯾ ﻪﮐ ﻢﯿﻫﺩ ﻩﺯﺎﺟﺍ Tkinter ﻪﺑ ﻪﻧﻮﮕﭼ

ﺪﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ tkinter ﻦﺘﻣ ﺖﺠﯾﻭ ﺎﺑ ﻂﺒﺗﺮﻣ ﯼﺎﻫ ﺐﺴﭼﺮﺑ ﻡﺎﻤﺗ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ tkinter ﺎﺑ ﺍﺭ ﺎﻫ ﺲﮐﺎﺑ ﮏﭼ ﺎﯾﻮﭘ ﺕﺭﻮﺻ ﻪﺑ

ﺪﯿﻨﮐ ﻪﺘﺴﺟﺮﺑ Tkinter ﺭﺩ ﯼﺪﯿﻠﮐ ﻪﻤﻠﮐ ﮏﯾ ﺱﺎﺳﺍ ﺮﺑ ﻦﺘﻣ ﺯﺍ ﺹﺎﺧ ﻂﺧ ﮏﯾ ﯼﺍﺮﺑ ﺍﺭ ﮓﻧﺭ

Tix ﻭ Tkinter ﺎﺑ ﺭﺎﮐ ﺕﻭﺎﻔﺗ

Tkinter ﺭﺩ "askyesno" ﻭ "askquestion" ﻦﯿﺑ ﺕﻭﺎﻔﺗ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯼﺍ ﻪﻤﮐﺩ ﯼﺎﻫ ﺱﺎﻤﺗ Tkinter ﺎﺑ

Tkinter ﺭﺩ ﯼﺩﻭﺭﻭ ﯼﺎﻫﺪﻠﯿﻓ ﺮﯿﻐﺘﻣ ﺩﺍﺪﻌﺗ

؟ﺖﺴﯿﭼ ﯼﺍﺮﺑ Tkinter Variable Class First Argument ﻝﻻﺪﺘﺳﺍ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ Tkinter ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﮏﯾ ﯼﻭﺭ ﮓﻧﺭﺩﻼﺑ ﯽﺟﻭﺮﺧ ﺎﺑ ﺍﺭ ﺪﻨﯾﺁﺮﻓ

Tkinter ﺭﺩ ﺩﺍﺪﯾﻭﺭ ﯼﻭﺭ ﺱﻭﺎﻣ ﻊﺑﺍﻮﺗ ﺯﺍ ﯽﺘﺴﯿﻟ ﺩﺎﺠﯾﺍ

Tkinter ﻩﺮﺠﻨﭘ ﺭﺩ Grid Manager ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﺎﺑ ﻝﻭﺮﮑﺳﺍ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Pygame Surface ﺯﺍ Tkinter ﺭﺩ ﺮﯾﻮﺼﺗ ﯼﺭﺍﺬﮔﺭﺎﺑ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Tkinter ﻪﺸﯾﺭ ﻩﺮﺠﻨﭘ ﮏﯾ ﺭﺩ TTK ﻒﻠﺘﺨﻣ ﻢﺗ ﻭﺩ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ Python tkSimpleDialog.askstring ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺯﻭﺭ ﻪﺑ pip ﺎﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺩﺭﺍﺪﻧﺎﺘﺳﺍ ﻪﻧﺎﺨﺑﺎﺘﮐ ﯼﺎﻫ ﻪﺘﺴﺑ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﯾﻮﺸﮐ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺷﻮﭘ ﺭﺩ ﻞﯾﺎﻓ ﻥﺩﺮﮐ ﺯﺎﺑ ﯼﺍﺮﺑ Tkinter ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﯽﺷﺭﺎﻔﺳ ﻭ ﮏﺒﺳ ﺍﺭ tkinterguizero ﻮﻨﻣ ﺭﺍﻮﻧ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺪﺟ ﻢﻫ ﺯﺍ ﺍﺭ Controller ﻭ Python Tkinter View ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺯﻭﺭ ﻪﺑ ﺍﺭ ﯽﺷ ﺮﯾﺩﺎﻘﻣ ﻭ ﻢﯾﺯﺎﺴﺑ ﻪﻘﻠﺣ ﮏﯾ ﺭﺩ ﺍﺭ tkinter ﯼﺎﻫ ﻢﯾﺮﻓ ﻪﻧﻮﮕﭼ

؟ﺩﺭﻭﺁ ﺖﺳﺪﺑ Tkinter ﺭﺩ ﺍﺭ Check ﻪﻤﮐﺩ ﺪﻨﭼ ﺖﯿﻌﺿﻭ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺵﻮﮔ ﻝﺎﻨﯿﻣﺮﺗ ﻪﺑ Tkinter ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻫﺩ ﺖﮐﺮﺣ ﻥﺁ ﺪﻟﺍﻭ ﺯﺍ ﺝﺭﺎﺧ ﺍﺭ ﻪﻤﮐﺩ tkinter ﺎﺑ ﻪﻧﻮﮕﭼ

؟ﺩﺮﮐ ﺖﻓﺎﯾﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺦﻧ ﯼﺎﻫ ﺱﺎﻤﺗ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺺﺨﺸﻣ ﻒﯾﺩﺭ ﮏﯾ ﯼﺍﺭﺍﺩ Numpy ﻪﯾﺍﺭﺁ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

؟ﻢﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﻫﻭﺮﮔ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻪﻧﻮﮕﭼ

؟ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﺎﻫ ﻩﺮﮔ ﻥﺍﺪﻧﺯﺮﻓ BeautifulSoup ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ IMAP ﻝﻭﮊﺎﻣ ﺯﺍ ﯽﯾﺎﺸﮔﺰﻣﺭ

TensorFlow ﺭﺩ CIFAR-10 ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻢﺟﺮﺘﻣ ﻪﺨﺴﻧ

ﺖﺳﺍ NaN ﺎﯾ Infinity ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺍﺪﻘﻣ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ SQLite ﺭﺩ ﯽﻟﻭﺪﺟ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﯾﺎﻫ ﻞﯾﺎﻓ ﯼﻭﺎﺣ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﻥﻮﺘﯾﺎﭘ CPLEX ﻝﻭﮊﺎﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ Pandas DataFrame ﮏﯾ ﺭﺩ ﺺﺨﺸﻣ ﻥﻮﺘﺳ ﮏﯾ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﺮﯿﺧ ﺎﯾ ﺪﻨﺘﺴﻫ ﻥﺎﺴﮑﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ PDF ﺪﻨﺳ ﻭﺩ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Chi-Square ﻪﻠﺻﺎﻓ

ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﮔﮋﯾﻭ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ Chi-Square ﺖﺴﺗ

ﺪﯿﻨﮐ ﺏﺎﺨﺘﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﻭﺎﻔﺘﻣ ﻝﺎﻤﺘﺣﺍ ﺎﺑ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ (ﯼﺎﻫ)ﺮﺼﻨﻋ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Choropleth ﯼﺎﻫ ﻪﺸﻘﻧ

winsound ﻝﻭﮊﺎﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﭗﯿﺑ ﯼﺍﺪﺻ ﺶﺨﭘ

ﯼﺮﻄﺑ ﺎﺑ ﻪﻌﺳﻮﺗ ﻝﺎﺣ ﺭﺩ

Web2py – ﺯﺍ ﺕﺮﺟﺎﻬﻣ SQLite ﻪﺑ MySQL

ﺱﺍ ﯽﺟ ﻡﻮﺘﻧﺎﻓ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺲﻟﺪﻫ ﻡﻮﯿﻨﻠﺳ ﺖﺴﺗ

ﺎﻫ ﻪﻧﻮﻤﻧ ﻭ ﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ - (1 ﺖﻤﺴﻗ) ﻮﮕﻨﺟ ﺭﺩ ﺖﺴﺗ

ﻮﮕﻨﺟ ﺖﺴﺗ ﺕﺍﺰﯿﻬﺠﺗ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﺎﻣﺎﻣ ﻝﺪﻣ – (2 ﺖﻤﺴﻗ) ﻮﮕﻨﺟ ﺭﺩ ﺖﺴﺗ

3 ﭖﺮﺘﺳﺍ ﺕﻮﺑ ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

3 ﭖﺮﺘﺳﺍ ﺕﻮﺑ ﺎﺑ ﺮﺛﻮﻣ ﺵﻭﺮﻓ ﻪﺤﻔﺻ ﮏﯾ

Pycco ﺎﺑ ﺪﮐ ﺩﺎﻨﺳﺍ ﺩﺎﺠﯾﺍ

ﻮﮐﻭﺮﻫ ﻪﺑ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ ﻝﺎﻘﺘﻧﺍ

1.6 ﻮﮕﻨﺟ ﯽﺸﯾﺎﻣﺯﺁ ﻪﻌﺳﻮﺗ

1.6 ﻮﮕﻨﺟ ﺎﺑ ﺶﻨﮐﺍﺮﺗ ﺖﯾﺮﯾﺪﻣ

Discover Flask، ﮏﯿﺗﺎﺘﺳﺍ ﺖﯾﺎﺳ ﮏﯾ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ - 1 ﺖﻤﺴﻗ

Discover Flask، ﺩﻭﺭﻭ ﻪﺤﻔﺻ ﮏﯾ ﺩﺎﺠﯾﺍ – 2 ﺖﻤﺴﻗ

Python Full Stack ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ Sublime Text 3 ﻢﯿﻈﻨﺗ

ﺎﻧﺎﺒﯿﮐ ،ﭺﺮﺳ ﮏﯿﺘﺳﻻﺍ ،ﺮﮐﺍﺩ ،ﻥﻮﺘﯾﺎﭘ - ﺮﺘﯿﯾﻮﺗ ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

Heroku Dynos ﺭﺎﮐﺩﻮﺧ ﺱﺎﯿﻘﻣ

Dokku ﺭﺩ ﻮﮕﻨﺟ ﺭﺍﺮﻘﺘﺳﺍ

ﯽﺟﺭﺎﺧ API ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﻥﺩﺮﮐ ﺶﮐ

Model-View-Controller (MVC) ﻮﮕﻟ ﺎﺑ – ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ

ﮏﺳﻼﻓ ﺭﺩ ﻡﺎﻧ ﺖﺒﺛ ﻡﺎﮕﻨﻫ ﺭﺩ ﻞﯿﻤﯾﺍ ﺖﯾﺮﯾﺪﻣ

ﻩﺩﺎﺳ OCR ﺭﻭﺮﺳ ﮏﯾ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ

AWS Elastic Beanstalk ﺭﺩ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺍﺮﻘﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﯼﻮﮕﻟﺍ ﯽﺘﻧﺁ ﻦﯾﺮﺗ ﯽﻧﺎﻄﯿﺷ

UI ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ - ﻝﺎﺜﻣ ﺎﺑ ﮏﺳﻼﻓ

Ultimate Flask Front-End

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻥﺎﺘﺴﻠﮕﻧﺍ ﺭﺩ ﯽﻗﺎﭼ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

The Ultimate Flask Front-End – 2 ﺖﻤﺴﻗ

Dockerizing Flask ﺎﺑ Compose ﻭ Machine – ﺯﺍ Localhost ﺎﺗ Cloud

ﮏﺳﻼﻓ ﮏﯾ ﺖﺴﺑﺭﺍﺩ ﻩﮊﻭﺮﭘ

ﺪﯾﻮﺷ ﻡﺮﮔﺮﺳ ﻮﮕﻨﺟ Postgres ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺎﺑ

Machine ﻭ Docker Compose ﺎﺑ ﻮﮕﻨﺟ ﻪﻌﺳﻮﺗ

ﺍﺮﺟﺍ ﻞﺑﺎﻗ ﻞﻗﺍﺪﺣ ﺖﺴﺗ ﻪﻋﻮﻤﺠﻣ

ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﻪﺴﯾﺎﻘﻣ :ﮓﻧﻼﮔ ﻭ ﯽﺑﻭﺭ ،ﻥﻮﺘﯾﺎﭘ

ﮏﯿﻠﮐ ﻭ Argparse، Docopt – ﻥﻮﺘﯾﺎﭘ ﻥﺎﻣﺮﻓ ﻂﺧ ﻪﯾﺰﺠﺗ ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻪﺴﯾﺎﻘﻣ

ﺞﻨﭘ ﺎﺗ ﻝﻭﺍ – ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺶﻟﺎﭼ

ﻮﮕﻨﺟ ﺭﺩ ﻦﯾﺪﮑﻨﯿﻟ ﯽﻋﺎﻤﺘﺟﺍ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ

VIM ﻭ Python - ﺖﺸﻬﺑ ﺭﺩ ﻩﺪﺷ ﻪﺘﺧﺎﺳ ﻪﻘﺑﺎﺴﻣ

AWS Elastic Beanstalk ﺭﺩ Django + Python 3 + PostgreSQL ﺭﺍﺮﻘﺘﺳﺍ

Flask ﻭ Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Slack API ﺎﺑ ﺭﺎﮐ ﻪﺑ ﻉﻭﺮﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺟﺭﺎﺧ ﯼﺎﻫAPI ﺮﺨﺴﻤﺗ

ﯽﮕﺘﺧﺎﺳ ﯼﺎﻫﺭﻭﺮﺳ ﺎﺑ ﯽﺟﺭﺎﺧ ﯼﺎﻫAPI ﺖﺴﺗ

ﺲﯾﺩﺭ ﺎﺑ ﻮﮕﻨﺟ ﺭﺩ ﯼﺯﺎﺳ ﻩﺮﯿﺧﺫ

Ansible ﻭ ﻪﭼﺭﺎﭘ ﺎﺑ ﻮﮕﻨﺟ ﺭﺍﺮﻘﺘﺳﺍ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ

ﮏﺳﻼﻓ ﺎﺑ ﻦﮐﻮﺗ ﺮﺑ ﯽﻨﺘﺒﻣ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ

ﻮﮕﻨﺟ ﯼﺎﻫ ﻝﺎﻧﺎﮐ ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

ﺖﺳﺍ ﻩﺪﺷ ﯽﯾﺎﺸﮔﺰﻣﺭ ﻥﻮﺘﯾﺎﭘ ﮏﯿﺗﺎﺘﺳﺍ ﻭ ﺱﻼﮐ ،ﻪﻧﻮﻤﻧ ﯼﺎﻫﺵﻭﺭ

API Django RESTful ﮏﯾ ﺭﻮﺤﻣ ﺶﯾﺎﻣﺯﺁ ﻪﻌﺳﻮﺗ

Flask ﻭ Angular 4 ﺎﺑ ﺮﺑﺭﺎﮐ ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ

API Gateway ﻭ AWS Lambda ﺎﺑ ﺪﮐ ﯽﺑﺎﯾﺯﺭﺍ

ﺮﮐﺍﺩ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻦﯾﻼﻓﺁ ﺭﺍﺮﻘﺘﺳﺍ ﻥﺩﺮﮐ ﻩﺩﺎﺳ

Python + Memcached: ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﯼﺩﺮﺑﺭﺎﮐ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﺪﻣﺁﺭﺎﮐ ﯼﺯﺎﺳ ﻩﺮﯿﺧﺫ

ﻥﻮﺘﯾﺎﭘ ءﺎﯿﺷﺍ ﺯﺍ ﻖﯿﻤﻋ ﯽﭙﮐ ﻞﺑﺎﻘﻣ ﺭﺩ ﻖﻤﻋ ﻢﮐ

ﻡﻮﯿﻨﻠﺳ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻥﺭﺪﻣ ﺏﻭ ﻥﻮﯿﺳﺎﻣﻮﺗﺍ

(ﺎﻤﻨﻫﺍﺭ) Matplotlib ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻢﯿﺳﺮﺗ

؟ﺖﺴﯿﭼ (GIL) ﻥﻮﺘﯾﺎﭘ ﯽﻧﺎﻬﺟ ﻢﺟﺮﺘﻣ ﻞﻔﻗ

ﻦﯾﻮﮐ ﺖﯿﺑ ﺖﻤﯿﻗ ﻪﯿﻋﻼﻃﺍ :ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ

IDE (ﺎﻤﻨﻫﺍﺭ) ﺪﮐ ﯼﺎﻫﺮﮕﺸﯾﺍﺮﯾﻭ ﻭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺭﺎﺘﻔﮔ ﺺﯿﺨﺸﺗ ﯼﺍﺮﺑ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

NumPy ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﮏﯿﻧﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺘﺸﮔﺯﺎﺑ ﺮﮑﻔﺗ

ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﻪﺘﮑﻧ 11

ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ GitHub ﻭ Git ﯽﻓﺮﻌﻣ

Pdb ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ

NumPy ﺎﺑ ﻪﯾﺍﺭﺁ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ :ﺎﻫ ﻪﻘﻠﺣ ﯼﺍﺮﺑ ﻪﻧ ،ﺎﻣ ﻪﺑ ﺪﯿﻨﮐ ﻩﺎﮕﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﺭﺎﮐ

ﻪﻣﺪﻘﻣ - ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺴﺑ ﻭ ﺎﻫ ﻝﻭﮊﺎﻣ

Pipenv: ﻥﻮﺘﯾﺎﭘ ﯼﺪﻨﺑ ﻪﺘﺴﺑ ﺪﯾﺪﺟ ﺭﺍﺰﺑﺍ ﯼﺎﻤﻨﻫﺍﺭ

ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺎﻨﺜﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺱﻼﮐﺎﺘﻣ

TensorFlow ﻞﺑﺎﻘﻣ ﺭﺩ NumPy ﻞﺑﺎﻘﻣ ﺭﺩ ﺺﻟﺎﺧ Python ﺩﺮﮑﻠﻤﻋ ﻪﺴﯾﺎﻘﻣ

ﯽﺷﺭﺎﻔﺳ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺱﻼﮐ ﺭﺩ ﻊﺑﺍﻮﺗ ﻭ ﺭﻮﺗﺍﺮﭘﺍ ﯼﺭﺍﺬﮔﺭﺎﺑ

(ﺎﻤﻨﻫﺍﺭ) +3.7 ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺍﺩ ﯼﺎﻫ ﺱﻼﮐ

3 ﻥﻮﺘﯾﺎﭘ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﻣﺎﻌﺗ

Itertools ﻝﺎﺜﻣ ﻥﺍﻮﻨﻋ ﻪﺑ ،3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻊﺟﺮﻣ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻪﻣﺎﻧﺮﺑ ﯼﺪﻨﺑﺡﺮﻃ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺎﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﻉﺍﻮﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﯿﻐﺘﻣ

Seaborn ﻭ ﺎﻫﺍﺪﻧﺎﭘ ،NumPy، Matplotlib :ﻥﻮﺘﯾﺎﭘ ﻡﺍﺮﮔﻮﺘﺴﯿﻫ ﻢﯿﺳﺮﺗ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﯼﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﯼﺎﻫ ﻩﺩﺍﺩ ﻭ ﺎﻫ ﻪﺘﺷﺭ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻓﺩﺎﺼﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﺪﯿﻟﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ CSV ﯼﺎﻫ ﻞﯾﺎﻓ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﭘﺎﺗ ﻭ ﺎﻫ ﺖﺴﯿﻟ

ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯼﺯﺎﺳﺪﻨﺘﺴﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ

ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ Git ﻪﺘﻓﺮﺸﯿﭘ ﺕﺎﮑﻧ

ﻮﮕﻨﺟ ﯼﺎﻫﺮﯿﺴﻣ ﺮﯿﯿﻐﺗ ﯼﺍﺮﺑ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻋﻮﻤﺠﻣ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺭﻮﺗﺍﺭﻮﮐﺩ ﺭﺩ ﺮﻤﯾﺍﺮﭘ

ﺪﯿﻧﺍﺪﻧ ﺖﺳﺍ ﻦﮑﻤﻣ ﻪﮐ ﯽﯾﺎﻫ ﯽﮔﮋﯾﻭ ﻭ ﺎﻫﺪﻨﻓﺮﺗ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺍﺪﻧﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ ﯽﻧﺎﮔﮊﺍﻭ ﺭﺎﺘﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻃﺮﺷ ﺕﺍﺭﻮﺘﺳﺩ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺏﺎﺘﮐ ﻦﯾﺮﺘﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﻪﺑ ﺩﻭﺭﻭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺒﺴﻧ ﻞﺑﺎﻘﻣ ﺭﺩ ﻖﻠﻄﻣ ﺕﺍﺩﺭﺍﻭ

OpenCV + Python ﺭﺩ ﯽﮕﻧﺭ ﯼﺎﻫﺎﻀﻓ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺮﯾﻮﺼﺗ ﯼﺪﻨﺑ ﻢﯿﺴﻘﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻪﺘﺷﺭ ﻝﺎﺼﺗﺍ ﻭ ﻕﺎﺤﻟﺍ ،ﻢﯿﺴﻘﺗ

(ﺎﻤﻨﻫﺍﺭ) range() Python ﻊﺑﺎﺗ

Python، Boto3 ﻭ AWS S3: Demystified

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺶﯾﺎﻣﺯﺁ ﻉﻭﺮﺷ

ﺱﺍﺮﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻠﻤﻋ ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ

ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Python ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﻈﻧ ﻦﺘﺷﻮﻧ

(ﺩﻭﺪﺤﻣﺎﻧ ﺭﺍﺮﮑﺗ) "Python "while ﯼﺎﻫ ﻪﻘﻠﺣ

ﻪﮐﻮﺑ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻈﻓﺎﺣ ﺖﯾﺮﯾﺪﻣ

ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﺘﺳﻮﯿﭘ ﻡﺎﻏﺩﺍ

AWS Chalice ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻞﯿﻤﯾﺍ ﻝﺎﺳﺭﺍ

Thonny: ﯼﺪﺘﺒﻣ ﻥﻮﺘﯾﺎﭘ ﺮﮕﺸﯾﺍﺮﯾﻭ

ﻢﯿﺴﯾﻮﻨﺑ ﺎﺒﯾﺯ ﻥﻮﺘﯾﺎﭘ ﺪﮐ PEP 8 ﺎﺑ ﻪﻧﻮﮕﭼ

ﺪﯾﺯﺎﺴﺑ ﻥﺎﮑﻣ ﺮﺑ ﯽﻨﺘﺒﻣ ﺏﻭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ GeoDjango ﻭ Django ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻮﮕﻨﺟ ﺭﺩ ﯽﻠﮑﺷ ﺪﻨﭼ ﯼﺯﺎﺳ ﻝﺪﻣ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﻉﻮﻧ ﯽﺳﺭﺮﺑ

ﺮﮔﺯﺎﻏﺁ ﮏﯾ :ﺕﺮﺟﺎﻬﻣ ﻮﮕﻨﺟ

ﺪﯿﻫﺩ ﺖﻋﺮﺳ ﯽﻧﺎﻣﺰﻤﻫ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ

Async IO ﺭﺩ Python: A Complete Walkthrough

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﯾﺎﻓ ﺎﺑ ﺭﺎﮐ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﻪﻧﺎﺨﺑﺎﺘﮐ

ﻪﻣﺪﻘﻣ ﮏﯾ :Jupyter ﮎﻮﺑ ﺕﻮﻧ

(ﯽﻌﻄﻗ ﺭﺍﺮﮑﺗ) "Python "for ﯼﺎﻫ ﻪﻘﻠﺣ

ﻮﯾﺩﻮﺘﺳﺍ ﻝﺍﻭﮋﯾﻭ ﺪﮐ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻪﻌﺳﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺁ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻭ ﻪﻧﺎﺧﺭﺎﮐ ﺵﻭﺭ ﯼﻮﮕﻟﺍ

ﺪﯿﻨﮐ ﮊﺭﺎﺷ()Python super ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﺱﻼﮐ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﯾﺎﻓ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﺘﻨﺳ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ

Refactoring ﯽﮔﺩﺎﺳ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺳﺁ ﻊﯾﺯﻮﺗ ﯼﺍﺮﺑ PyInstaller ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

pyenv ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ ﻦﯾﺪﻨﭼ ﺖﯾﺮﯾﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﯽﮕﺘﺧﺎﺳ ءﯽﺷ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

wxPython ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺖﺧﺎﺳ ﻩﻮﺤﻧ

ﻂﺳﻮﺘﻣ ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻩﮊﻭﺮﭘ ﻩﺪﯾﺍ 13

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Threading ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻒﻗﻮﺗ ﻥﻭﺪﺑ ﻮﮕﻨﺟ ﺭﺩ ﺲﮐﺪﻨﯾﺍ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PDF ﺎﺑ ﺭﺎﮐ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﻥﺎﻣﺯ ﻝﻭﮊﺎﻣ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﺎﻬﻧﺁ ﻪﺑ ﯽﮔﺪﯿﺳﺭ ﻩﻮﺤﻧ ﻭ ﻥﻮﺘﯾﺎﭘ ﯼﺪﯿﻠﮐ ﯼﺎﻄﺧ ﯼﺎﻫﺎﻨﺜﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﺻﺍ ﻊﺑﺍﻮﺗ ﻒﯾﺮﻌﺗ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()sort. ﻭ()sorted ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺪﺻ ﻂﺒﺿ ﻭ ﺶﺨﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﮑﻋ ﯼﺩﺎﯾﺯ ﺩﺍﺪﻌﺗ ﻪﺑ ﯽﺳﺮﺘﺳﺩ ﻭ ﻩﺮﯿﺧﺫ ﯼﺍﺮﺑ ﻩﺍﺭ ﻪﺳ

ﺩﺭﺩ ﻥﻭﺪﺑ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﮐﺍﺭﺎﮐ ﻭ ﺪﮑﯿﻧﻮﯾ ﯼﺭﺍﺬﮔﺰﻣﺭ

ﻊﺒﻨﻣ ﺪﮐ ﺭﺩ ﻥﺩﺯ ﻡﺪﻗ :ﻥﻮﺘﯾﺎﭘ ﺖﺒﺛ

؟ﺖﺴﯿﭼ ﻪﺘﮑﻧ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺮﮔ ﻩﺭﺎﺷﺍ

ﺍﻭﺎﺟ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺸﭘ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ ﻩﻮﺤﻧ

ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﯿﯾﻮﺗ ﺕﺎﺑﺭ ﮏﯾ Tweepy ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺍﺪﺒﻣﻻ ﻊﺑﺍﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺎﭘ ﯼﺍ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻭ ﯽﺟﻭﺮﺧ ،ﯼﺩﻭﺭﻭ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Redis ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ "ﺎﯾ" Boolean ﺮﮕﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﻊﺑﺮﻣ ﻪﺸﯾﺭ ﻊﺑﺎﺗ

ﯽﺘﮐﺭﺎﺸﻣ ﺮﺘﻠﯿﻓ ﺎﺑ ﻪﯿﺻﻮﺗ ﺭﻮﺗﻮﻣ ﮏﯾ ﺖﺧﺎﺳ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ Flask ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻞﮔﻮﮔ ﺩﻭﺭﻭ ﺎﺑ

NumPy arange(): ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ np.arange()

ﻮﮕﻨﺟ ﯼﺎﻫ ﺕﺮﺟﺎﻬﻣ ﺭﺩ ﺮﺗ ﻖﯿﻤﻋ ﯼﺭﺎﻔﺣ

ﻥﻮﺘﯾﺎﭘ ﯽﺑﺎﯾﺩﺭ ﺎﺑ ﯽﯾﺎﻨﺷﺁ

ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﻭ PySpark ﺎﺑ ﺎﻫ ﻡﺪﻗ ﻦﯿﻟﻭﺍ

ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ Django Admin ﺭﺩ ﻥﺍﺮﺑﺭﺎﮐ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﻪﭽﻧﺁ

ﻥﻮﺘﯾﺎﭘ OOP ﯼﺎﻤﻨﻫﺍﺭ :ﺐﯿﮐﺮﺗ ﻭ ﺖﺛﺍﺭﻭ

print() Python ﻊﺑﺎﺗ ﯼﺍﺮﺑ ﺎﻤﺷ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯾﺯﺎﺴﺑ ﻪﻧﺎﺧ ﺭﺩ ﺍﺭ ﺩﻮﺧ :ﻥﻮﺘﯾﺎﭘ ﺮﺛﻮﻣ ﻂﯿﺤﻣ ﮏﯾ

ﻢﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Discord ﺕﺎﺑﺭ ﮏﯾ ﻪﻧﻮﮕﭼ

CPython ﻊﺒﻨﻣ ﺪﮐ ﯼﺍﺮﺑ ﺎﻤﺷ ﯼﺎﻤﻨﻫﺍﺭ

openpyxl ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﺴﮐﺍ ﻩﺩﺮﺘﺴﮔ ﺕﺎﺤﻔﺻ ﯼﺎﻤﻨﻫﺍﺭ

PyCharm ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ Python (ﺎﻤﻨﻫﺍﺭ) ﻩﺪﻧﺯﺎﺳ

ﻩﺪﺷ ﯽﯾﺎﺸﮔﺰﻣﺭ :ﮒﺭﺍﻮﮐ ﻭ ﮒﺭﺍ ﻥﻮﺘﯾﺎﭘ

ﻢﯾﺯﺎﺴﺑ ﺍﺭ ﭻﯿﺋﻮﺳ ﻪﻧﻮﮕﭼ ﻭ ﺍﺮﭼ :ﻥﻮﺘﯾﺎﭘ ﻞﺑﺎﻘﻣ ﺭﺩ ﺐﻠﺘﻣ

ﺭﺎﮐ ﯼﺍﺮﺑ ﺐﺳﺎﻨﻣ ﺭﺍﺰﺑﺍ ﺏﺎﺨﺘﻧﺍ :++C ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

PyGame: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺑ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ ﯼﺯﺎﻏﺁ

int ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ Async ﯼﺎﻫ ﯽﮔﮋﯾﻭ ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺯﺎﺑ ﻭ ﺎﻫﺭﻮﺗﺍﺮﻧﮊ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ SQL ﻖﯾﺭﺰﺗ ﺕﻼﻤﺣ ﺯﺍ ﯼﺮﯿﮔﻮﻠﺟ

ﯼﺯﺍﻮﻣ ﺭﺍﺮﮑﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ()zip ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

Python C ﻪﻧﻭﺰﻓﺍ ﻝﻭﮊﺎﻣ ﺖﺧﺎﺳ

Emacs: ؟ﻥﻮﺘﯾﺎﭘ ﺮﮕﺸﯾﺍﺮﯾﻭ ﻦﯾﺮﺘﻬﺑ

Python 3.8: ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﺒﻟﺎﺟ ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

Python sleep(): ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺩﻮﺧ ﺪﮐ ﻪﺑ ﺍﺭ ﯽﻧﺎﻣﺯ ﯼﺎﻫﺮﯿﺧﺎﺗ ﻪﻧﻮﮕﭼ

ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻮﻨﯾﻭﺩﺭﺁ

ﺪﯾﺯﺎﺴﺑ ﻞﯾﺎﺑﻮﻣ ﻦﺸﯿﮑﯿﻠﭘﺍ ﮏﯾ Kivy Python ﮎﺭﻭ ﻢﯾﺮﻓ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﮎﺭﺩ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻥﺎﻣﺯ

Python IDLE ﺎﺑ ﺭﺎﮐ ﻉﻭﺮﺷ

ﯼﻮﺤﻧ ﯼﺎﻄﺧ ﯼﺍﺮﺑ ﺞﯾﺍﺭ ﻞﯾﻻﺩ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺒﺘﻌﻣﺎﻧ ﻮﺤﻧ

ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺮﮕﻔﯿﺻﻮﺗ

ﺎﻫ ﻞﯾﺎﻓ ﻦﺘﺷﻮﻧ ﻭ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ :ﺎﻫﺍﺪﻧﺎﭘ

MicroPython: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺭﺍﺰﻓﺍ ﺖﺨﺳ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﺱﺪﻨﻬﻣ ﻪﺒﺣﺎﺼﻣ ﺕﻻﺍﻮﺳ

ﻢﯿﻨﮐ ﻒﯿﺻﻮﺗ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﺭﺎﻣﺁ ﯽﻧﺎﺒﻣ

ﻢﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻪﺨﺴﻧ ﻦﯾﺮﺧﺁ ﻪﻧﻮﮕﭼ :ﺮﮐﺍﺩ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺨﺴﻧ ﯼﺍﺮﺟﺍ

NumPy، SciPy ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻁﺎﺒﺗﺭﺍ :ﺎﻫﺍﺪﻧﺎﭘ ﻭ

ﺎﻤﺷ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ ﺵﻭﺎﮐ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ HTTPS ﺵﻭﺎﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮏﯿﺘﺴﺠﻟ ﻥﻮﯿﺳﺮﮔﺭ

Arcade: A Primer ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺑ ﺏﻮﭼﺭﺎﭼ ﺭﺩ

Python ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ :ﯽﻤﻠﻋ SciPy ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺍﺮﺑ

Python '!=' Is Not 'is': ﻥﻮﺘﯾﺎﭘ ﺭﺩ ءﺎﯿﺷﺍ ﻪﺴﯾﺎﻘﻣ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯼﺭﺎﻤﻌﻣ ﯼﺍﺮﺑ ﮏﺳﻼﻓ ﺡﺮﻃ ﮏﯾ ﺯﺍ

ﻥﻮﺘﯾﺎﭘ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺑﺍﺭ ﮏﯾ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﯼﺪﻨﺑﺐﻟﺎﻗ ﺮﺗﺪﯾﺪﺟ ﯼﺎﻫﮏﯿﻨﮑﺗ ﯼﺎﻤﻨﻫﺍﺭ

Null ءﯽﺷ ﮎﺭﺩ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ NoneType ﻥﻮﺘﯾﺎﭘ

Python SQL ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺖﺸﭘ ﮎﻻ ﯼﺍﺮﺑ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺯﺍ ++C ﺎﯾ C ﯽﻧﺍﻮﺧﺍﺮﻓ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺪﻧﻮﯿﭘ

ﺎﺴﮑﻟﺍ ﺕﺭﺎﻬﻣ ﺭﺍﺮﻘﺘﺳﺍ ﻭ ﺖﺧﺎﺳ :ﺎﺴﮑﻟﺍ ﻥﻮﺘﯾﺎﭘ ﻪﻌﺳﻮﺗ

ﻥﺎﺗﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻊﺑﺎﺗ ﻒﯾﺮﻌﺗ

ﻩﺪﺸﻤﮔ ﯼﺎﻫﺪﯿﻠﮐ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺽﺮﻓﺶﯿﭘ ﻉﻮﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﯾﺎﺑ ﯼﻮﺠﺘﺴﺟ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ

ﺎﻤﺷ ﺪﮐ ﺭﺩ ﺎﻫ ﻡﺎﻧ ﻞﺣ :LEGB ﻥﻮﻧﺎﻗ ﻭ ﻥﻮﺘﯾﺎﭘ ﻪﻨﻣﺍﺩ

ﺪﯿﻧﺍﺪﺑ ﺪﯾﺎﺑ ﻪﮐ ﻪﭽﻧﺁ ﺮﻫ :ﻥﻮﺘﯾﺎﭘ ﯽﺿﺎﯾﺭ ﻝﻭﮊﺎﻣ

SimPy: ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻌﻗﺍﻭ ﯼﺎﯿﻧﺩ ﯼﺎﻫﺪﻨﯾﺁﺮﻓ ﯼﺯﺎﺳ ﻪﯿﺒﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()any ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺪﻧﻮﯿﭘ ﯼﺎﻫ ﺖﺴﯿﻟ

ﯽﭘﺎﺘﺴﻨﯾﺍ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻡﺍﺮﮔﺎﺘﺴﻨﯾﺍ ﺕﺎﺑﺭ ﺖﺧﺎﺳ ﺵﺯﻮﻣﺁ

Pytest ﺭﺩ ﻮﮕﻨﺟ ﯼﺎﻫ ﻝﺪﻣ ﯼﺍﺮﺑ ﺖﺴﺗ ﺕﺍﺰﯿﻬﺠﺗ ﻪﺋﺍﺭﺍ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

ﺪﯿﻨﮐ ﺶﺨﺑ ﺕﺬﻟ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﺭﺎﮐ :DataFrame ﺎﻫﺍﺪﻧﺎﭘ

ﻢﯿﻨﮐ ﺭﺎﮔﺪﻧﺎﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ءﺎﯿﺷﺍ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﯽﺷﺮﺗ ﻝﻭﮊﺎﻣ

(1 ﺖﻤﺴﻗ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ Reexes :ﻢﻈﻨﻣ ﺕﺍﺭﺎﺒﻋ

ﻥﺎﻣﺯ ﻭ ﺦﯾﺭﺎﺗ ﺎﺑ ﺭﺎﮐ ﯼﺍﺮﺑ Python datetime ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻢﯿﻨﮐ ﻞﻘﺘﻨﻣ ﺮﮕﯾﺩ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﺑ ﺍﺭ ﻮﮕﻨﺟ ﻝﺪﻣ ﮏﯾ ﻪﻧﻮﮕﭼ

Python eval(): ﺪﯿﻨﮐ ﯽﺑﺎﯾﺯﺭﺍ ﺎﯾﻮﭘ ﺕﺭﻮﺻ ﻪﺑ ﺍﺭ ﺕﺍﺭﺎﺒﻋ

ﺱﺎﺘﺴﯿﻧﻮﺘﯾﺎﭘ ﯼﺍﺮﺑ ﺖﭙﯾﺮﮑﺳﺍ ﺍﻭﺎﺟ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ

ﻢﯿﺴﯾﻮﻨﺑ ﺐﺼﻧ ﻞﺑﺎﻗ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻪﻧﻮﮕﭼ

Raspberry Pi ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﮑﯾﺰﯿﻓ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺖﺧﺎﺳ

(2 ﺖﻤﺴﻗ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ Reexes :ﻢﻈﻨﻣ ﺕﺍﺭﺎﺒﻋ

SettingWithCopyWarning ﺎﻫ ﯽﭙﮐ ﻞﺑﺎﻘﻣ ﺭﺩ ﺎﻫﺎﻤﻧ :ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ

ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺪﯿﻠﮐ ﺕﺎﻤﻠﮐ

PySimpleGUI: ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﺩﺎﺠﯾﺍ ﯼﺍﺮﺑ ﻩﺩﺎﺳ ﻩﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ :ﯽﺘﺳﺩ ﯽﻄﺧ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﺖﯾﻮﻟﻭﺍ ﯼﺎﻫ ﻒﺻ ﻭ ﺎﻫ ﭗﯿﻫ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ :ﻥﻮﺘﯾﺎﭘ heapq ﻝﻭﮊﺎﻣ

ﮏﯿﻧﻮﺘﯾﺎﭘ ﮏﺒﺳ ﻪﺑ ﯼﺩﺮﮑﻠﻤﻋ ﺯﺍ :()ﻥﻮﺘﯾﺎﭘ ﺶﻫﺎﮐ

ﻮﮕﻨﺟ ﺮﺑﺭﺎﮐ ﺖﯾﺮﯾﺪﻣ :2 ﺖﻤﺴﻗ ﺪﯿﻨﮐ ﻉﻭﺮﺷ ﻮﮕﻨﺟ ﺎﺑ

ﻪﺘﻓﺮﺸﯿﭘ ﺕﺎﮑﻧ ﻭ ﺎﻫ ﮏﯿﻨﮑﺗ :ﻥﻮﺘﯾﺎﭘ ﺕﺍﺩﺭﺍﻭ

ﺪﯾﺯﻮﻣﺎﯿﺑ ﻥﻮﺘﯾﺎﭘ ipaddress ﻝﻭﮊﺎﻣ ﺎﺑ ﺍﺭ IP ﺱﺭﺩﺁ ﻢﯿﻫﺎﻔﻣ

ﺪﯾﺯﺎﺴﺑ ﻩﺮﻤﻧ ﺏﺎﺘﮐ ﮏﯾ ﺎﻫﺍﺪﻧﺎﭘ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ :ﺎﻫﺍﺪﻧﺎﭘ ﻩﮊﻭﺮﭘ

K-Means Clustering ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻩﺍﻮﺨﻟﺩ ﺩﺭﻮﻣ ﺞﻨﭘ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺴﺑ

ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻝﺪﻣ ﻦﯿﻟﻭﺍ :ﺪﻟﻮﻣ ﻢﺻﺎﺨﺘﻣ ﯼﺎﻫ ﻪﮑﺒﺷ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻨﻣﺍﺩ ﻭ ﻡﺎﻧ ﯼﺎﻫﺎﻀﻓ

ﺪﯿﻨﮐ ﯽﺷﺭﺎﻔﺳ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﻮﮕﻨﺟ ﻦﯿﻣﺩﺍ

؟ﺪﯿﻫﺩ ﺖﯿﻤﻫﺍ ﻥﺁ ﻪﺑ ﺪﯾﺎﺑ ﺍﺮﭼ ﻭ ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺥﺮﭼ

ﺕﺎﯿﺑﺮﺠﺗ ﻦﯾﺮﺘﻬﺑ ﻭ ﻪﻨﯿﺸﯿﭘ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺟﺮﻣ ﺯﺍ ﺭﻮﺒﻋ

DVC ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﻪﺨﺴﻧ ﻝﺮﺘﻨﮐ

Python mmap: I/O ﻪﻈﻓﺎﺣ ﺖﺷﺎﮕﻧ ﺎﺑ ﻪﺘﻓﺎﯾ ﺩﻮﺒﻬﺑ ﻞﯾﺎﻓ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﺞﯾﺍﺭ ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ

3 ﻥﻮﺘﯾﺎﭘ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻭ ﺐﺼﻧ ﯼﺎﻤﻨﻫﺍﺭ

PyTorch ﻞﺑﺎﻘﻣ ﺭﺩ TensorFlow ﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ ﻖﯿﻤﻋ ﯼﺮﯿﮔﺩﺎﯾ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ

IDLE ﺎﺑ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﮐ ﺕﻻﺎﮑﺷﺍ ﻊﻓﺭ ﻭ ﻦﺘﻓﺎﯾ

ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ :ﺎﻫﺍﺪﻧﺎﭘ ﺎﺑ ﺡﺮﻃ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺍﺪﻋﺍ

ﺪﯾﻮﺷ ﻩﺩﺎﻣﺁ ﺩﻮﺧ ﯼﺪﻌﺑ ﻪﺒﺣﺎﺼﻣ ﯼﺍﺮﺑ :ﻥﻮﺘﯾﺎﭘ ﻦﯾﺮﻤﺗ ﺕﻼﮑﺸﻣ

ﺎﻫ ﺵﻭﺭ ﻦﯾﺮﺘﻬﺑ ﻭ ﻩﺩﺎﻔﺘﺳﺍ :ﻥﻮﺘﯾﺎﭘ ﺖﺸﮔﺯﺎﺑ ﻪﯿﻧﺎﯿﺑ

ﻪﻘﻠﺣ ﻥﻭﺪﺑ ﺎﻫﺮﯾﺬﭘﺭﺍﺮﮑﺗ ﺵﺯﺍﺩﺮﭘ :()ﻥﻮﺘﯾﺎﭘ ﻪﺸﻘﻧ

Python 3.9: ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﺒﻟﺎﺟ ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

plotnine ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ggplot ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

SQLAlchemy ﻭ SQLite ،ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ

Python Booleans: ﺮﯾﺩﺎﻘﻣ ﺯﺍ Truth ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﺪﮐ ﺭﺩ

% ﺮﮕﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ :ﻞﻤﻋ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﻝﻭﮊﺎﻣ

ﻮﮕﻨﺟ ﻩﺪﻫﺎﺸﻣ ﺯﻮﺠﻣ :3 ﺖﻤﺴﻗ ﻮﮕﻨﺟ ﺎﺑ ﺭﺎﮐ ﻪﺑ ﻉﻭﺮﺷ

ﻥﻮﺘﯾﺎﭘ ﻝﺎﻨﮕﯿﺳ ﺵﺯﺍﺩﺮﭘ :scipy.fft ﺎﺑ ﻪﯾﺭﻮﻓ ﻞﯾﺪﺒﺗ

LRU ﺶﮐ ﯼﮋﺗﺍﺮﺘﺳﺍ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺳ ﻩﺮﯿﺧﺫ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻢﻠﯿﻓ ﯼﺎﻫﺪﻘﻧ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﺯﺍ

PyPy: ﺵﻼﺗ ﻞﻗﺍﺪﺣ ﺎﺑ ﺮﺘﻌﯾﺮﺳ ﻥﻮﺘﯾﺎﭘ

Python ﻭ PyQt: ﺖﯿﻌﺿﻭ ﯼﺎﻫﺭﺍﻮﻧ ﻭ ﺭﺍﺰﺑﺍ ﺭﺍﻮﻧ ،ﺎﻫﻮﻨﻣ ﺩﺎﺠﯾﺍ

Python enumerate(): ﺪﻨﮐ ﯽﻣ ﻩﺩﺎﺳ ﺪﻧﺭﺍﺩ ﺯﺎﯿﻧ ﻩﺪﻧﺭﺎﻤﺷ ﻪﺑ ﻪﮐ ﺍﺭ ﯽﯾﺎﻫ ﻪﻘﻠﺣ

ﺪﯿﻨﮐ ﻢﯿﺴﻘﺗ() scikit-learn's train_test_split ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯼﺍﻪﻓﺮﺣ ﯼﺮﻫﺎﻇ ﺎﺑ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﯼﺎﻫﻪﻣﺎﻧﺮﺑ :PyQt ﯼﺪﻨﺑu

np.linspace(): ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﯼﻭﺎﺴﻣ ﺮﯿﻏ ﺎﯾ ﺖﺧﺍﻮﻨﮑﯾ ﻪﻠﺻﺎﻓ ﺎﺑ ﯼﺎﻫ ﻪﯾﺍﺭﺁ

ﻝﻮﺻﺍ :PyQt ﺎﺑ SQL ﻩﺩﺍﺩ ﯼﺎﻫ ﻩﺎﮕﯾﺎﭘ ﺖﯾﺮﯾﺪﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺘﯿﺑ ﯼﺎﻫﺮﮕﻠﻤﻋ

؟ﺖﺳﺍ ﺐﺳﺎﻨﻣ ﺎﻤﺷ ﯼﺍﺮﺑ ﺎﯾﺁ ﻭ ﺖﺴﯿﭼ ﻩﺩﺍﺩ ﯽﺳﺪﻨﻬﻣ

ﻢﯿﻨﮑﻧ ﯼﺭﺎﮐ ﭻﯿﻫ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻧﻮﮕﭼ :ﺱﺎﭘ ﻪﯿﻧﺎﯿﺑ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﺩﺎﻤﺠﻧﺍ ﺯﺍ ﯼﺮﯿﮔﻮﻠﺟ ﯼﺍﺮﺑ QThread PyQt ﺯﺍ

ﯽﻠﻤﻋ ﻪﻣﺪﻘﻣ ﮏﯾ :MySQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﻭ ﻥﻮﺘﯾﺎﭘ

Python's .append(): ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﻞﺤﻣ ﺭﺩ ﺩﻮﺧ ﯼﺎﻫ ﺖﺴﯿﻟ ﻪﺑ ﺍﺭ ﺩﺭﺍﻮﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺍﺩ ﻢﻠﻋ ﺭﺩ ﺎﻤﺷ ﯼﺎﻫ ﻡﺪﻗ ﻦﯿﻟﻭﺍ :NumPy ﺵﺯﻮﻣﺁ

ﻥﻮﺘﯾﺎﭘ NLTK ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﺎﻫ ﻡﺎﮔ ﻦﯿﻟﻭﺍ :ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ

!ﯽﭽﯿﻗ ،ﺬﻏﺎﮐ ،ﮓﻨﺳ :ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺑ ﻦﯿﻟﻭﺍ

C ﻥﻮﺘﯾﺎﭘ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ

ﺎﻤﺷ ﯼﺎﻫ ﻡﺪﻗ ﻦﯿﻟﻭﺍ :ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

NumPy ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻓﺩﺎﺼﺗ ﻥﺎﯾﺩﺍﺮﮔ ﻝﻭﺰﻧ ﻢﺘﯾﺭﻮﮕﻟﺍ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﮏﺳﻼﻓ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﺩﻮﺧ ﺖﭙﯾﺮﮑﺳﺍ :ﻥﻮﺘﯾﺎﭘ ﺏﻭ ﯼﺩﺮﺑﺭﺎﮐ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ

Qt Designer ﻭ Python: ﺪﯾﺯﺎﺴﺑ ﺮﺘﻌﯾﺮﺳ ﺍﺭ ﺩﻮﺧ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ

؟ﺪﻨﺘﺴﻫ ﺏﻮﺧ ﯼﺭﺎﮐ ﻪﭼ ﯼﺍﺮﺑ :ﻥﻮﺘﯾﺎﭘ ﯽﻠﺧﺍﺩ ﻊﺑﺍﻮﺗ

gRPC ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺲﯾﻭﺮﺳﻭﺮﮑﯿﻣ

pandas Sort: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﯼﺍﺮﺑ ﺎﻤﺷ ﯼﺎﻤﻨﻫﺍﺭ

ﻥﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ ﻭ ﻥﺎﻣﺯ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﺮﺑﺭﺎﮐ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﺎﻤﺷ ﺮﮔﺭﻭﺮﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ :ﻥﻮﺘﯾﺍﺮﺑ

Python ﻭ MongoDB: ﻩﺩﺍﺩ ﯼﺎﻫ ﻩﺎﮕﯾﺎﭘ ﻪﺑ ﻝﺎﺼﺗﺍ NoSQL

ﺪﯾﺯﺎﺴﺑ ﺱﺎﻤﺗ ﺏﺎﺘﮐ ﮏﯾ SQLite ﻭ Python، PyQt ﺎﺑ

Python AI: ﻢﯿﻨﮐ ﯽﻨﯿﺑ ﺶﯿﭘ ﻭ ﻢﯾﺯﺎﺴﺑ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻢﯿﮔ ﯼﺎﭘ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﮎﺭﺎﯿﺳ ﯼﺯﺎﺑ ﺖﺧﺎﺳ

OrderedDict ﻞﺑﺎﻘﻣ ﺭﺩ dict ﺭﺎﮐ ﯼﺍﺮﺑ ﺐﺳﺎﻨﻣ ﺭﺍﺰﺑﺍ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ (kNN) ﻥﺎﮕﯾﺎﺴﻤﻫ ﻦﯾﺮﺘﮑﯾﺩﺰﻧ-k ﻢﺘﯾﺭﻮﮕﻟﺍ

ﺎﻤﺷ ﯼﺎﻫ ﻡﺪﻗ ﻦﯿﻟﻭﺍ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮐﺭﺎﺸﻣ ﻪﺑ ﻉﻭﺮﺷ

ﺪﯾﺯﺎﺴﺑ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺭﻮﺘﮐﺮﯾﺍﺩ ﺖﺧﺭﺩ ﺪﻟﻮﻣ ﮏﯾ

Heroku ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Python Flask ﻝﺎﺜﻣ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺍﺮﻘﺘﺳﺍ

!ﺖﺳﺍ ﺱﺮﺘﺳﺩ ﺭﺩ ﻥﻮﻨﮐﺍ ﺰﯿﻣﻮﺷ :ﻥﻮﺘﯾﺎﭘ ﻝﻮﺻﺍ

ﺪﯾﺯﺎﺴﺑ ﺪﯿﮐﺭﺁ ﯼﺯﺎﺑ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻡﺮﻔﺘﻠﭘ ﯼﺯﺎﺑ ﮏﯾ

ﻥﻮﺘﯾﺎﭘ NLTK ﻪﺘﺴﺑ ﺎﺑ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ

ﻪﻣﺪﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺸﮔﺯﺎﺑ

ﺪﯿﺴﯾﻮﻨﺑ ﮎﺎﭘ ﻭ ﮏﯿﻧﻮﺘﯾﺎﭘ ﺪﮐ namedtuple ﺎﺑ

Python ﺭﺩ ﯼﺯﺎﺑ ﮏﯾ ﺖﺧﺎﺳ :ﻩﺪﺷ ﻪﯿﺒﻌﺗ BBC micro:bit

ﺪﯾﺯﺎﺴﺑ ﻩﻮﺒﻧﺍ ﻞﯾﺎﻓ ﻡﺎﻧ ﺮﯿﯿﻐﺗ ﺭﺍﺰﺑﺍ ﮏﯾ PyQt ﻭ Python ﺎﺑ

ﺪﯾﺯﺎﺴﺑ ﮒﻼﺑﻭ ﮏﯾ GraphQL ﻭ Django، Vue ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

plt.scatter() ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ

ﻪﯿﻧﺎﯿﺑ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﻭ ﻪﻨﯿﻣﺯ ﻥﺍﺮﯾﺪﻣ

Iterables ﺯﺍ ﺮﯾﺩﺎﻘﻣ ﺝﺍﺮﺨﺘﺳﺍ :()ﻥﻮﺘﯾﺎﭘ ﺮﺘﻠﯿﻓ

CSV ﯼﺎﻫﻞﯾﺎﻓ ﻪﯾﺰﺠﺗ :ﻥﻮﺘﯾﺎﭘ ﻦﯾﺮﻤﺗ ﺕﻼﮑﺸﻣ

ﺪﯿﻨﮐ ﻩﺩﺎﺳ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﻂﻠﺘﺨﻣ ﺩﺍﺪﻋﺍ

CPython Internals: Paperback ﺖﺳﺍ ﺩﻮﺟﻮﻣ ﺮﺿﺎﺣ ﻝﺎﺣ ﺭﺩ!

()reversed ﻭ()reverse. ﺯﺍ ﺮﺗﺍﺮﻓ :ﺱﻮﮑﻌﻣ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺖﺴﯿﻟ

ﺪﯾﺯﺎﺴﺑ Web Scraper ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ :ﺎﺒﯾﺯ ﭖﻮﺳ

ﺎﯿﺷﺍ ﺵﺭﺎﻤﺷ ﯼﺍﺮﺑ ﮏﯿﻧﻮﺘﯾﺎﭘ ﺵﻭﺭ :ﻥﻮﺘﯾﺎﭘ ﻩﺪﻧﺭﺎﻤﺷ

؟ﻢﻫﺩ ﻡﺎﺠﻧﺍ ﻢﻧﺍﻮﺗ ﯽﻣ ﯼﺭﺎﮐ ﻪﭼ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺏﻭ ﯼﺎﻫAPI ﺖﺧﺎﺳ ﯼﺍﺮﺑ FastAPI ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ ﮏﯾ :ﻮﮕﻨﺟ ﺎﺑ ﺎﻤﺷ ﯼﺎﻫ ﻡﺪﻗ ﻦﯿﻟﻭﺍ

ﯽﺼﺼﺨﺗ ﯼﺎﻫﻩﺩﺍﺩ ﻉﺍﻮﻧﺍ ﺯﺍ ﯼﺍﻪﻋﻮﻤﺠﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻪﻋﻮﻤﺠﻣ

Python ﻭ REST API: ﺏﻭ ﺕﺎﻣﺪﺧ ﺎﺑ ﻞﻣﺎﻌﺗ

ChainMap ﺪﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ ﺮﺛﻮﻣ ﺭﻮﻃ ﻪﺑ ﺍﺭ ﻪﻨﯿﻣﺯ ﻦﯾﺪﻨﭼ :ﻥﻮﺘﯾﺎﭘ

Walrus: Python 3.8 Assignment Expressions ﺭﻮﺗﺍﺮﭘﺍ

Deque ﻒﺻ :ﻥﻮﺘﯾﺎﭘﻪﺘﺸﭘ ﻭ ﺎﻫﻩﺩﺎﯿﭘ ﺍﺭ ﺪﻣﺁﺭﺎﮐ ﯼﺎﻫﺪﯿﻨﮐ ﯼﺯﺎﺳ

ﻊﺑﺍﻮﺗ ﻒﯾﺮﻌﺗ ﻡﺎﮕﻨﻫ ﻥﻮﺘﯾﺎﭘ ﯼﺭﺎﯿﺘﺧﺍ ﯼﺎﻫ ﻥﺎﻣﻮﮔﺭﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

؟ﺪﺸﮐ ﯽﻣ ﻝﻮﻃ ﺭﺪﻘﭼ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ

ﯽﭼﺎﻧﻮﺒﯿﻓ ﻪﻟﺎﺒﻧﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻤﻨﻫﺍﺭ

ﺪﯾﺯﺎﺴﺑ ﯽﺼﺨﺷ ﺕﺍﺮﻃﺎﺧ ﺮﺘﻓﺩ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﻭ ﻮﮕﻨﺟ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ "Boolean "and ﺮﮕﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﯽﻠﺧﺍﺩ ﯼﺎﻫﺮﺘﻠﯿﻓ ﻭ ﺎﻫ ﺐﺴﭼﺮﺑ :ﻮﮕﻨﺟ ﯼﺎﻫ ﺐﻟﺎﻗ

ﺮﺘﺸﯿﺑ ﻭ reversed()، Slicing :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺱﻮﮑﻌﻣ ﯼﺎﻫ ﻪﺘﺷﺭ

Heroku ﺭﺩ ﻮﮕﻨﺟ ﻩﮊﻭﺮﭘ ﯽﻧﺎﺑﺰﯿﻣ

Python 3.10: ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﺒﻟﺎﺟ ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

Python's sum(): ﺮﯾﺩﺎﻘﻣ ﻊﻤﺟ ﯼﺍﺮﺑ ﮏﯿﻧﻮﺘﯾﺎﭘ ﻩﺍﺭ

ﻥﻮﺘﯾﺎﭘ ﯼﺮﺴﮐ ﺎﺑ ﺎﯾﻮﮔ ﺩﺍﺪﻋﺍ ﺶﯾﺎﻤﻧ

ﺪﯿﻨﮐ ﻪﻓﺎﺿﺍ ﺩﻮﺧ ﯼﺎﻫ ﺱﻼﮐ ﻪﺑ ﺍﺭ ﻩﺪﺷ ﺖﯾﺮﯾﺪﻣ ﯼﺎﻫ ﯽﮔﮋﯾﻭ :()Python ﯽﮔﮋﯾﻭ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ XML ﯼﺎﻫ ﻩﺪﻨﻨﮐ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻩﺍﺭ ﻪﺸﻘﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ()len ﻊﺑﺎﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ "Boolean "not ﺮﮕﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

ﯽﺷﺭﺎﻔﺳ ﯼﺎﻫﺮﺘﻠﯿﻓ ﻭ ﺎﻫ ﺐﺴﭼﺮﺑ ﯼﺯﺎﺳ ﻩﺩﺎﯿﭘ :ﻮﮕﻨﺟ ﯼﺎﻫ ﺐﻟﺎﻗ

ﯽﯾﺍﺮﺟﺍ ﻩﺩﺮﺸﻓ ﯼﺎﻫ ﻦﺸﯿﮑﯿﻠﭘﺍ ﺖﺧﺎﺳ :ﻥﻮﺘﯾﺎﭘ ﭖﺍ ﭗﯾﺯ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ Content Aggregator ﮏﯾ

ﺪﯾﺯﺎﺴﺑ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺩﺮﺑﺭﺎﮐ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺮﭙﯾﺎﺗ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻪﺘﻓﺮﺸﯿﭘ ﻮﯾﺩﻮﺘﺳﺍ ﻝﺍﻭﮋﯾﻭ ﺪﮐ

ﺪﯿﻨﮐ ﺍﺮﺟﺍ HTTPS ﻭ ،Gunicorn، Nginx ﺎﺑ ﺍﺭ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻦﻤﯾﺍ ﺭﻮﻃ ﻪﺑ

ﺪﯿﻨﮐ ﺎﺒﯾﺯ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﯾﺯ ﺖﻨﯾﺮﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻩﺩﺍﺩ ﯼﺎﻫﺭﺎﺘﺧﺎﺳ

ﺍﻭﺎﺟ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻪﯾﺎﭘ ﻥﻮﺘﯾﺎﭘ :ﻥﻮﺘﯾﺎﭘ ﻞﺑﺎﻘﻣ ﺭﺩ ﺍﻭﺎﺟ

ﻥﻮﺘﯾﺎﭘ ﺮﻌﺷ ﺎﺑ ﯽﮕﺘﺴﺑﺍﻭ ﺖﯾﺮﯾﺪﻣ

Python Zip Imports: ﺪﯿﻨﮐ ﻊﯾﺯﻮﺗ ﺖﻋﺮﺳ ﻪﺑ ﺍﺭ ﺎﻫ ﻪﺘﺴﺑ ﻭ ﺎﻫ ﻝﻭﮊﺎﻣ

1 ﺖﻤﺴﻗ – ﻮﮕﻨﺟ ﺎﺑ ﯽﻋﺎﻤﺘﺟﺍ ﻪﮑﺒﺷ ﮏﯾ ﺖﺧﺎﺳ

2 ﺖﻤﺴﻗ – Bulma ﺎﺑ ﺪﻧﺍ ﺖﻧﺍﺮﻓ ﻮﮕﻨﺟ ﮏﯾ ﺖﺧﺎﺳ

3 ﺖﻤﺴﻗ – ﻮﮕﻨﺟ ﺭﺩ POST ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﻪﺑ ﯽﮔﺪﯿﺳﺭ ﻭ ﺖﺧﺎﺳ

4 ﺖﻤﺴﻗ – ﻮﮕﻨﺟ ﺎﺑ HTML ﯼﺎﻫ ﻡﺮﻓ ﻝﺎﺳﺭﺍ ﻭ ﺖﺧﺎﺳ

ﺪﯾﺯﺎﺴﺑ ﺯﺍﺪﻧﺍ ﺱﺎﺗ ﻦﺸﯿﮑﯿﻠﭘﺍ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻝﻭﮊﺎﻣ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ Weather CLI ﻦﺸﯿﮑﯿﻠﭘﺍ ﮏﯾ ؟ﺪﯾﺁ ﯽﻣ ﻥﺍﺭﺎﺑ ﻥﻭﺮﯿﺑ

ﺪﯿﻨﮐ ﻢﺳﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Mandelbrot ﻪﻋﻮﻤﺠﻣ

ﺎﻤﺷ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺎﻫ ﯽﮕﺘﺴﺑﺍﻭ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﭗﯿﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

Python's all(): ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺖﺤﺻ ﺮﻈﻧ ﺯﺍ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫﺮﯾﺬﭘﺭﺍﺮﮑﺗ

ﺪﯿﻨﮐ ﯼﺭﺎﮑﺘﺳﺩ ﺮﺛﻮﻣ ﺭﻮﻃ ﻪﺑ ﺍﺭ ﺩﻮﺧ ZIP ﯼﺎﻫ ﻞﯾﺎﻓ :ﻥﻮﺘﯾﺎﭘ ﻩﺩﺮﺸﻓ ﻞﯾﺎﻓ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺱﻼﮐ ﺭﺩ ﻩﺪﻧﺯﺎﺳ ﻦﯾﺪﻨﭼ ﻪﺋﺍﺭﺍ

(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﮐﻮﺳ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﺪﯿﻨﮐ ﺶﯾﺎﻣﺯﺁ ﻭ ﯽﯾﺍﺩﺯ ﻝﺎﮑﺷﺍ ﯼﺍ ﻪﻓﺮﺣ ﮏﯾ ﺪﻨﻧﺎﻣ ﺍﺭ ﺩﻮﺧ ﺪﮐ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻋﺩﺍ

HTTP ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﯼﺍﺮﺑ urllib.python ﺖﺳﺍﻮﺧﺭﺩ

ﺪﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ ﻮﮕﻨﺟ ﻭ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫﺭﺎﮐ ﺖﺴﯿﻟ

ﺮﺘﻬﺑ ﯼﺎﻄﺧ ﯼﺎﻫﻡﺎﯿﭘ :3.11 ﻥﻮﺘﯾﺎﭘ ﺶﯾﺎﻤﻧﺶﯿﭘ

ﺪﯿﻨﮐ ﻝﺮﺘﻨﮐ ﺍﺭ ﺩﻮﺧ ءﯽﺷ ﯼﺯﺎﺳ ﻪﻧﻮﻤﻧ :ﻥﻮﺘﯾﺎﭘ ﺱﻼﮐ ﻥﺎﮔﺪﻧﺯﺎﺳ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺶﻫ ﻝﻭﺪﺟ ﮏﯾ TDD ﺎﺑ

ﺎﻤﺷ ﺪﮐ ﺮﺑ ﺕﺭﺎﻈﻧ ﯼﺍﺮﺑ ﻩﺍﺭ ﻪﺳ :ﻥﻮﺘﯾﺎﭘ ﺮﻤﯾﺎﺗ ﻊﺑﺍﻮﺗ

ﻥﻮﺘﯾﺎﭘ ﺶﻟﺎﺑ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺎﺑ ﺮﯾﻮﺼﺗ ﺵﺯﺍﺩﺮﭘ

ﺪﻨﺴﭘ ﺮﺑﺭﺎﮐ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﯼﺍﺮﺑ ﯼﺪﻨﺑ ﻪﺤﻔﺻ

Tkinter ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

YAML: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺸﻤﮔ ﯼﺮﺗﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﯾﺎﺳ ﻝﺎﺼﺗﺍ ﺮﮔﻮﺠﺘﺴﺟ ﺖﺧﺎﺳ

ﺮﮔﺯﺎﻏﺁ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺠﻣ ﯼﺎﻫ ﻂﯿﺤﻣ

Python 3.11: Task and Exception Groups ﺶﯾﺎﻤﻧ ﺶﯿﭘ

()concat ﻭ()merge()، .join ﺎﺑ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﺐﯿﮐﺮﺗ

؟ﺖﺳﺍ ﻢﻬﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻞﯾﺎﻓ ﻦﺘﺴﺑ ﺍﺮﭼ

min() ﻭ max() ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﺮﯾﺩﺎﻘﻣ ﻦﯾﺮﺘﮔﺭﺰﺑ ﻭ ﻦﯾﺮﺘﮑﭼﻮﮐ :ﻥﻮﺘﯾﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﯼﺯﺎﺑ ﯼﺎﻫﺭﻮﺗﻮﻣ ﻦﯾﺮﺗﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺍﺮﺑ ﺎﻤﺷ ﯼﺎﻤﻨﻫﺍﺭ :GroupBy ﺎﻫﺍﺪﻧﺎﭘ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﻥﻮﯿﺳﺮﮔﺭ

ﺪﯾﺯﺎﺴﺑ URL Shortener ﮏﯾ Python ﻭ FastAPI ﺎﺑ

PyPI ﺭﺩ ﺯﺎﺑ ﻊﺒﻨﻣ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﮏﯾ ﺭﺎﺸﺘﻧﺍ ﻩﻮﺤﻧ

LBYL ﻞﺑﺎﻘﻣ ﺭﺩ EAFP: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫﺎﻄﺧ ﺖﯾﺮﯾﺪﻣ ﺎﯾ ﯼﺮﯿﮔﻮﻠﺟ

ﺏﻭ ﺮﮔﺭﻭﺮﻣ ﺭﺩ PyScript: Python ﻪﺑ ﻩﺎﮕﻧ ﻦﯿﻟﻭﺍ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ Quiz ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯼﺪﻨﺑ ﻪﺘﺴﺑ :ﯽﻋﺮﻓ ﺪﻨﯾﺁﺮﻓ ﻝﻭﮊﺎﻣ

ﺪﯾﺯﺎﺴﺑ MkDocs ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ ﺕﺍﺪﻨﺘﺴﻣ

؟ﺪﯿﻨﮐ ﯼﺯﺎﺳ ﻪﯿﺒﺷ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ Do-While ﯼﺎﻫ ﻪﻘﻠﺣ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

Pytest ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺮﺛﻮﻣ ﺖﺴﺗ

ﺪﯾﺯﺎﺴﺑ ﮎﺎﺗ ﮏﯿﺗ ﯼﺯﺎﺑ ﮏﯾ ﺮﺘﻨﯿﮑﯿﺗ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﻞﻤﻋ ﺭﺩ ﺖﯾﻮﻟﻭﺍ ﯼﺎﻫ ﻒﺻ ﻭ ﺎﻫ ﻒﺻ ،ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺸﭘ

tomllib ﻭ Python 3.11: TOML ﺶﯾﺎﻤﻧ ﺶﯿﭘ

ﺪﯾﺪﺟ ﻥﺎﺘﺳﻭﺩ ﻦﯾﺮﺘﻬﺑ :TOML ﻭ ﻥﻮﺘﯾﺎﭘ

max() ﻭ maximum() NumPy: ﺪﯿﻨﮐ ﺍﺪﯿﭘ ﺎﻫ ﻪﯾﺍﺭﺁ ﺭﺩ ﺍﺭ ﻩﺩﺎﻌﻟﺍ ﻕﻮﻓ ﺮﯾﺩﺎﻘﻣ

ﺪﯾﺯﺎﺴﺑ Flashcards ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﻮﮕﻨﺟ ﺎﺑ

UserDict ﻞﺑﺎﻘﻣ ﺭﺩ dict ﺯﺍ ﻥﺩﺮﺑ ﺙﺭﺍ :ﻥﻮﺘﯾﺎﭘ ﯽﺷﺭﺎﻔﺳ ﯼﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ

ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﯼﺎﻤﻨﻫﺍﺭ :ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ ﯽﺴﯾﻮﻧﺪﮐ ﻂﯿﺤﻣ

Jinja ﺐﻟﺎﻗ ﺭﺩ ﺮﻤﯾﺍﺮﭘ

ﺲﻓﺮﮐ ﻭ ﻮﮕﻨﺟ ﺎﺑ ﻥﺎﻣﺰﻤﻫﺎﻧ ﻒﯾﺎﻇﻭ

ﺪﯿﺸﺨﺑ ﺩﻮﺒﻬﺑ ﺍﺭ ﺩﻮﺧ ﺪﮐ ﯼﺭﺍﺪﻬﮕﻧ ﺖﯿﻠﺑﺎﻗ :ﻥﻮﺘﯾﺎﭘ ﺖﺑﺎﺛ

ﺮﮕﯾﺩ ﺩﺭﺍﻮﻣ ﻭ ﺎﻫﺪﯿﻠﮐ ،ﺮﯾﺩﺎﻘﻣ :ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺯﺎﺳ ﺐﺗﺮﻣ

GitHub Copilot: ﺪﯿﻨﮐ ﺯﺍﻭﺮﭘ ﺮﮑﻓ ﺖﻋﺮﺳ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻖﻠﻄﻣ ﺭﺍﺪﻘﻣ ﻦﺘﻓﺎﯾ ﻩﻮﺤﻧ

ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﻪﺘﺷﺭ ﺮﯾﺯ ﯼﺍﺭﺍﺩ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﺎﯾﺁ ﻪﮐ ﻢﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻪﻧﻮﮕﭼ

Python's exec(): ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﺍﺭ ﺎﯾﻮﭘ ﺕﺭﻮﺻ ﻪﺑ ﻩﺪﺷ ﺪﯿﻟﻮﺗ ﯼﺎﻫﺪﮐ

Python ﻭ PyQt: ﯽﮑﯿﻓﺍﺮﮔ ﯼﺮﺑﺭﺎﮐ ﻂﺑﺍﺭ ﯼﺰﯿﻣﻭﺭ ﺏﺎﺴﺣ ﻦﯿﺷﺎﻣ ﮏﯾ ﺖﺧﺎﺳ

؟ﺩﺮﮐ ﺐﺼﻧ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺯﺍ ﺶﯿﭘ ﻪﺨﺴﻧ ﮏﯾ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ

HTML ﻭ CSS ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ

ﺮﺑﺭﺎﮐ ﺖﺴﯿﻟ ﻞﺑﺎﻘﻣ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﯼﺮﺑ ﺙﺭﺍ :ﻥﻮﺘﯾﺎﭘ ﯽﺷﺭﺎﻔﺳ ﯼﺎﻫ ﺖﺴﯿﻟ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﮏﯾ ﯽﻨﯾﺰﮕﯾﺎﺟ ﻩﻮﺤﻧ

؟ﺪﯿﻨﮐ ﯽﻣ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻀﯿﺑ ﺯﺍ ﯽﻧﺎﻣﺯ ﻪﭼ

؟ﺪﻨﮐ ﯽﻣ ﻪﭼ ﺪﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ "__name__ == "__main__ ﺮﮔﺍ

ﻢﯿﻨﮐ ﻪﻓﺎﺿﺍ PATH ﻪﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﻪﻧﻮﮕﭼ

UserString ﻞﺑﺎﻘﻣ ﺭﺩ str ﺯﺍ ﻥﺩﺮﺑ ﺙﺭﺍ :ﯽﺷﺭﺎﻔﺳ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺷﺭ

ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺎﻫ ﺖﺑﺎﺛ ﺵﺭﺎﻤﺷ ﻥﻮﺘﯾﺎﭘ Enum ﺎﺑ

Minimax ﯼﺯﺎﺑ ﻪﻧﻮﮕﭼ ﺪﯾﺮﯿﮕﺑ ﺩﺎﯾ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ Nim ﺪﯿﻫﺪﺑ ﺖﺳﺩ ﺯﺍ ﺍﺭ

ChatterBot: ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺕﺎﺑ ﺖﭼ ﮏﯾ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺏﻭ ﮓﻨﯿﭘﺍﺮﮑﺳﺍ ﺮﺑ ﯽﻠﻤﻋ ﯼﺍ ﻪﻣﺪﻘﻣ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻦﮑﯾﺯﺎﺑ ﮏﯾ ﺎﺑ ﮎﺎﺗ ﮏﯿﺗ ﯼﺯﺎﺑ ﺭﻮﺗﻮﻣ ﺖﺧﺎﺳ

Python 3.11: ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﺒﻟﺎﺟ ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﻩﺪﻧﻮﺷ ﺭﺍﺮﮑﺗ ﺎﯾ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﻖﺑﺎﻄﺗ ﻦﯿﻟﻭﺍ ﻪﻧﻮﮕﭼ

Doctest ﺪﯿﻨﮐ ﺶﯾﺎﻣﺯﺁ ﻭ ﺪﻨﺘﺴﻣ ﻩﺭﺎﺒﮑﯾ ﻪﺑ ﺍﺭ ﺩﻮﺧ ﺪﮐ :ﻥﻮﺘﯾﺎﭘ

؟ﺪﯿﻨﮐ ﯽﻧﺎﺳﺭ ﺯﻭﺭ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﻝﺎﮑﺷﺍ ﻊﻓﺭ ﻪﺨﺴﻧ ﻦﯾﺮﺧﺁ ﻪﺑ ﺪﯾﺎﺑ ﺎﯾﺁ

ﺪﯿﻨﮐ ﺖﯾﺮﯾﺪﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫﯽﮔﮋﯾﻭ :ﺎﻫﻩﺪﻨﻨﮐﻢﯿﻈﻨﺗ ﻭ ﺎﻫﻩﺪ

API ﯼﺎﻫ Python REST ﺎﺑ Flask، Connexion ﻭ SQLAlchemy – 1 ﺖﻤﺴﻗ

API ﯼﺎﻫ Python REST ﺎﺑ Flask، Connexion ﻭ SQLAlchemy – 2 ﺖﻤﺴﻗ

API ﯼﺎﻫ Python REST ﺎﺑ Flask، Connexion ﻭ SQLAlchemy – 3 ﺖﻤﺴﻗ

Microsoft Power BI ﻭ Python: ﺕﺭﺪﻗﺮﺑﺍ ﻭﺩ ﺐﯿﮐﺮﺗ

ﻢﯿﻨﮐ ﺖﻓﺎﯾﺭﺩ ﺍﺭ ﺖﺳﺮﻬﻓ ﮏﯾ ﯼﺎﻫ ﻞﯾﺎﻓ ﻡﺎﻤﺗ ﺯﺍ ﯽﺘﺳﺮﻬﻓ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺩﻮﺧ ﯼﺎﻫ ﻝﺯﺎﭘ ﻞﺣ :ﺪﮐ ﺭﻮﻬﻇ

ﻥﻮﺘﯾﺎﭘ argparse ﺎﺑ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺎﻫ ﻂﺑﺍﺭ ﺖﺧﺎﺳ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻌﻓ ﻥﺎﻣﺯ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻭ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ

ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺍﺭ ﺖﯾﻮﻀﻋ :ﻥﻮﺘﯾﺎﭘ "not in" ﻭ "in" ﯼﺎﻫﺮﮕﻠﻤﻋ

ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺮﯾﻭﺎﺼﺗ OpenAI API ﻭ DALL·E 2 ﺎﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ spaCy ﺎﺑ ﯽﻌﯿﺒﻃ ﻥﺎﺑﺯ ﺵﺯﺍﺩﺮﭘ

bpython ﺪﯿﻨﮐ ﻒﺸﮐ ﺍﺭ: Python REPL ﯽﮔﮋﯾﻭ ﺎﺑﯼﺎﻫ IDE-like

Python Folium: ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ ﺯﺍ ﺍﺭ ﺏﻭ ﯼﺎﻫ ﻪﺸﻘﻧ

ﺪﯿﺴﯾﻮﻨﺑ ﯼﻮﻗ ﻒﯿﻟﺎﮑﺗ :ﻥﻮﺘﯾﺎﭘ ﺺﯿﺼﺨﺗ ﺮﮕﻠﻤﻋ

scipy.linalg ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﯼﺎﻫ ﻢﺘﺴﯿﺳ ﺎﺑ ﺭﺎﮐ

ﺕﺎﻌﺑﺮﻣ ﻞﻗﺍﺪﺣ ﻭ ﺱﻮﮑﻌﻣ ﺲﯾﺮﺗﺎﻣ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻄﺧ ﺮﺒﺟ

ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺖﻋﺮﺳ ﻪﺑ ﺍﺭ ﺎﻫ ﻩﺪﯾﺍ ﻭ ﺎﻫﺪﮐ :Python REPL ﺩﺭﺍﺪﻧﺎﺘﺳﺍ

؟ﻢﯿﻫﺩ ﻡﺎﺠﻧﺍ ﺍﺭ ﺭﺎﮐ ﻦﯾﺍ ﺪﯾﺎﺒﻧ ﺍﺮﭼ ﻭ ﻢﯿﻨﮐ ﺭﺍﺮﮑﺗ ﺎﻫ ﻒﯾﺩﺭ ﯼﻭﺭ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻪﻧﻮﮕ

ﺪﯾﺯﺎﺴﺑ JavaScript Front End ﮏﯾ Flask API ﮏﯾ ﯼﺍﺮﺑ

ﺪﯾﺯﺎﺴﺑ ﻝﺩﺭﻭ ﻥﻮﻠﮐ ﮏﯾ ﭻﯾﺭ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﻢﯿﻨﮐ ﻢﯿﺴﻘﺗ ﺕﺎﻌﻄﻗ ﻪﺑ ﺍﺭ ﺮﯾﺬﭘﺭﺍﺮﮑﺗ ﺎﯾ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﮏﯾ ﻪﻧﻮﮕﭼ

ﻥﻮﺘﯾﺎﭘ ﭖﺎﭼ ﻊﺑﺎﺗ ﯽﺟﻭﺮﺧ ﯼﻮﺸﺘﺴﺷ ﻩﻮﺤﻧ

ﺪﯿﻫﺩ ﻪﻌﺳﻮﺗ Dash ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﯼﺮﺼﺑ ﯼﺎﻫ ﻂﺑﺍﺭ

ﺪﯿﻔﻣ ﺕﺍﺭﻮﺘﺳﺩ ﻭ ﻪﯿﻟﻭﺍ ﻞﺣﺍﺮﻣ :ﻝﺎﻨﯿﻣﺮﺗ

ﻪﯾﺍﺭﺁ ﮏﯾ ﻞﮑﺷ ﺮﯿﯿﻐﺗ ﯼﺍﺮﺑ()NumPy reshape ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ

Iterators ﻭ Iterables ﺪﯿﻨﮐ ﺍﺮﺟﺍ ﺍﺭ ﺪﻣﺁﺭﺎﮐ ﯼﺎﻫﺭﺍﺮﮑﺗ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ

؟ﺩﺭﺍﺩ ﯼﺩﺮﺑﺭﺎﮐ ﻪﭼ ﻭ ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﻡﺎﻧ ﯼﺎﻀﻓ ﻪﺘﺴﺑ

؟ﺖﺴﯿﭼ ﺕﻭﺎﻔﺗ :ﺮﯿﯿﻐﺗ ﻞﺑﺎﻗﺮﯿﻏ ﻉﺍﻮﻧﺍ ﻞﺑﺎﻘﻣ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﺮﯾﺬﭘﺮﯿﯿﻐﺗ ﻉﺍﻮﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﺘﺴﺑ ﺖﯿﻔﯿﮐ ﯽﺑﺎﯾﺯﺭﺍ ﻩﻮﺤﻧ

Shebang ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﭙﯾﺮﮑﺳﺍ ﯼﺍﺮﺟﺍ

؟ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻥﻮﺘﯾﺎﭘ ﺭﺩ()__str__. ﻞﺑﺎﻘﻣ ﺭﺩ()__repr__. ﺯﺍ ﺪﯾﺎﺑ ﯽﻧﺎﻣﺯ ﻪﭼ

ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺕﺭﻮﺻ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺩﻭﺭﻭ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺯﺎﻣ ﻩﺪﻨﻨﮐﻞﺣ ،ﺎﻫﺭﺍﺩﻮﻤﻧ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

Python's del: ﺯﺍ ﻊﺟﺍﺮﻣ ﻑﺬﺣ Scopes ﻭ Containers

ﺮﺘﻬﺑ ﯼﺎﻄﺧ ﯼﺎﻫﻡﺎﯿﭘ :3.12 ﻥﻮﺘﯾﺎﭘ ﺶﯾﺎﻤﻧﺶﯿﭘ

ﻞﯾﺎﻓ ﻢﺘﺴﯿﺳ ﻥﺩﺮﮐ ﻡﺍﺭ :ﻥﻮﺘﯾﺎﭘ pathlib ﻝﻭﮊﺎﻣ

ﻢﯾﺭﻭﺁ ﺖﺳﺪﺑ NumPy ﺎﺑ ﺍﺭ ﯼﺩﺎﻋ ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﻪﻧﻮﮕﭼ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻩﺮﻬﭼ ﺺﯿﺨﺸﺗ ﺭﺍﺰﺑﺍ

ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺕﺭﺪﻗ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺱﻼﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺮﮔ ﯽﺷ ﯽﺣﺍﺮﻃ ﺩﻮﺒﻬﺑ :SOLID ﻝﻮﺻﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺪﻣﺁﺭﺎﮐ ﯼﺎﻫ ﻪﺘﺷﺭ ﻕﺎﺤﻟﺍ

ﻥﺎﺘﺳﻭﺩ ﻭ Docker ﺎﺑ ﯼﻮﻗ ﺮﻤﺘﺴﻣ ﯽﮕﭼﺭﺎﭙﮑﯾ ﺩﺎﺠﯾﺍ

ﻥﻮﺘﯾﺎﭘ ﻊﺑﺍﻮﺗ ﺭﺩ ﯽﻧﺎﻬﺟ ﯼﺎﻫﺮﯿﻐﺘﻣ ﺩﺎﺠﯾﺍ ﻭ ﻩﺩﺎﻔﺘﺳﺍ

ChatGPT: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻤﺷ ﯽﺼﺨﺷ ﯽﺴﯾﻮﻧﺪﮐ ﯽﺑﺮﻣ

ﻢﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﻂﺧ ﮏﯾ ﺭﺩ ﺍﺭ HTTP ﺭﻭﺮﺳ ﮏﯾ ﻪﻧﻮﮕﭼ

ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ﺩﺎﺠﯾﺍ :ﻥﻮﺘﯾﺎﭘ()__call__. ﺵﻭﺭ

ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺍﺮﺑ ﯽﺴﯾﻮﻧﺪﮐ ﺖﻧﻮﻓ ﻦﯾﺮﺘﻬﺑ ﺏﺎﺨﺘﻧﺍ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ PDF ﯼﺎﻫ ﻞﯾﺎﻓ ﺡﻼﺻﺍ ﻭ ﺩﺎﺠﯾﺍ

NumPy ﯽﻓﺩﺎﺼﺗ ﺩﺍﺪﻋﺍ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ

؟ﺖﺴﯿﭼ ﻥﻮﺘﯾﺎﭘ ﻥﺫ

ﻢﯾﺯﺎﺴﺑ ﺏﺍﺬﺟ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺎﻫ ﻢﻠﯿﻓ ﻪﻧﻮﮕﭼ

ﺪﯿﻫﺩ ﺶﯾﺍﺰﻓﺍ ﺩﻮﺧ ﺪﮐ ﺭﺩ ﺍﺭ ﺎﻫﺎﻨﺜﺘﺳﺍ ﺮﺛﻮﻣ ﺭﻮﻃ ﻪﺑ :ﻥﻮﺘﯾﺎﭘ ﺶﯾﺍﺰﻓﺍ

ﺪﻧﺍﺩﺮﮔ ﯽﻣﺮﺑ ﺍﺭ ﺩﻮﺧ ﻪﮐ ﯽﯾﺎﻫ ﺵﻭﺭ ﯽﺴﯾﻮﻧ ﻪﯿﺷﺎﺣ ﻩﻮﺤﻧ :ﻥﻮﺘﯾﺎﭘ ﺩﻮﺧ ﻉﻮﻧ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﻥﺩﺮﮐ ﺢﻄﺴﻣ ﻩﻮﺤﻧ

؟ﺪﻨﺘﺴﻫ ﻊﯾﺮﺳ ﯽﻠﯿﺧ ﻥﻮﺘﯾﺎﭘ ﺭﺩ()range ﯼﺍﺮﺑ ﺖﯾﻮﻀﻋ ﯼﺎﻫ ﺖﺴﺗ ﺍﺮﭼ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺍﺪﻋﺍ ﻥﺩﺮﮐ ﺩﺮﮔ ﻩﻮﺤﻧ

perf Profiler ﺲﮐﻮﻨﯿﻟ ﺯﺍ ﯽﻧﺎﺒﯿﺘﺸﭘ :3.12 ﻥﻮﺘﯾﺎﭘ ﺶﯾﺎﻤﻧﺶﯿﭘ

ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺍﺭ ﯼﺩﺮﮑﻠﻤﻋ ﯼﺎﻫ ﻩﺎﮔﻮﻠﮔ ﻪﻧﻮﮕﭼ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺎﺳ ﻪﯾﺎﻤﻧ

ﺪﯿﻨﮐ ﺯﺎﺑ ﺩﻮﺧ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺮﻔﺳ ﯼﺍﺮﺑ ﺍﺭ IPython ﯽﯾﻭﺩﺎﺟ ﺭﺍﺰﺑﺍ ﻪﺒﻌﺟ

ﻝﺎﺜﻣ ﺎﺑ ﻖﯿﻤﻋ ﻪﺟﺮﯿﺷ :ﻩﺩﺍﺩ ﻉﻮﻧ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ

ﯽﻣﻮﻤﻋ ﯼﺎﻫ ﻩﺩﺍﺩ ﻥﺪﻧﺍﻮﺧ ﯼﺍﺮﺑ ﻩﺪﻧﺮﺑ ﯽﺒﯿﮐﺮﺗ :ﺎﻫ API ﻭ ﻥﻮﺘﯾﺎﭘ

ﺮﺗﺭﺎﮔﺯﺎﺳ ﻭ ﺮﺗﯼﺮﺼﺑ F ﯼﺎﻫﻪﺘﺷﺭ :3.12 ﻥﻮﺘﯾﺎﭘ ﺶﯾﺎﻤﻧﺶﯿﭘ

ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ URL ﺯﺍ ﺎﻫ ﻞﯾﺎﻓ ﺩﻮﻠﻧﺍﺩ ﻩﻮﺤﻧ

ﻥﻮﺘﯾﺎﭘ ﺮﮕﻠﻤﻋ ﻝﻭﮊﺎﻣ ﺎﺑ ﺭﺎﮐ

ﯽﻠﻤﻋ ﻝﺎﺜﻣ ﮏﯾ :ﻊﯾﺮﺳ ﯽﺳﺪﻨﻬﻣ

؟ﺖﺴﯿﭼ ﯼﺍﺮﺑ Slash ﻭ Python Asterisk ﻩﮋﯾﻭ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ

Python Polars: A Lightning-Fast Data Frame Library

ﺪﯾﺯﺎﺴﺑ ﺮﯾﻮﺼﺗ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﺪﮐ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﺐﯿﮐﺮﺗ ﻞﺑﺎﻗ ﻭ ﺮﯾﺬﭘ ﻪﻌﺳﻮﺗ CLI ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ :ﻥﻮﺘﯾﺎﭘ ﻭ ﮏﯿﻠﮐ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻖﯾﺮﻃ ﺯﺍ ﺭﺍﺮﮑﺗ ﻩﻮﺤﻧ

ﺪﯾﺯﺎﺴﺑ ﺭﺎﮐ ﻪﻧﻮﻤﻧ ﻪﻣﺎﻧﺮﺑ ﮏﯾ :ﺪﯿﻨﮐ ﻉﻭﺮﺷ ﻮﮕﻨﺟ ﺎﺑ

ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﺒﯾﺯ QR ﯼﺎﻫﺪﮐ

3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ (OOP) ﺍﺮﮔ ﯽﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺯﺍﻮﻣ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ GIL ﻥﺩﺯ ﺭﻭﺩ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺕﺍﺭﺎﺒﻋ ﻭ ﺎﻫﺮﮕﻠﻤﻋ

ﻢﯾﺮﯿﮕﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺎﻨﺜﺘﺳﺍ ﻦﯾﺪﻨﭼ ﻪﻧﻮﮕﭼ

ﯽﻋﺮﻓ ﻥﺎﻤﺟﺮﺘﻣ :3.12 ﻥﻮﺘﯾﺎﭘ ﺶﯾﺎﻤﻧ ﺶﯿﭘ

ﮏﯿﺗﺎﺘﺳﺍ ﭗﯾﺎﺗ ﯼﺎﻫﺩﻮﺒﻬﺑ :3.12 ﻥﻮﺘﯾﺎﭘ ﺶﯾﺎﻤﻧﺶﯿﭘ

Python 3.12: ﺪﯿﻨﮐ ﻥﺎﺤﺘﻣﺍ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﯽﺒﻟﺎﺟ ﺪﯾﺪﺟ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

ﻝﺎﺜﻣ ﺎﺑ ﻖﯿﻤﻋ ﻪﺟﺮﯿﺷ :ﻥﻮﺘﯾﺎﭘ ﻞﭘﺎﺗ ﻩﺩﺍﺩ ﻉﻮﻧ

ﻢﯿﻨﮐ ﺐﺗﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺪﮑﯿﻧﻮﯾ ﯼﺎﻫ ﻪﺘﺷﺭ ﻪﻧﻮﮕﭼ

ﺪﯾﺯﺎﺴﺑ ﮒﻼﺑﻭ ﮏﯾ ﺍﺪﺘﺑﺍ ﺯﺍ ﻮﮕﻨﺟ ﺎﺑ

ﺎﻫ ﻪﺘﺷﺭ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﻭ ﯽﺑﺎﯿﻧﻭﺭﺩ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ F ﻪﺘﺷﺭ

ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺪﮐ ﻭ ﺎﻫ ﺖﭙﯾﺮﮑﺳﺍ ﯼﺍﺮﺟﺍ ﻩﻮﺤﻧ

ﺪﯿﻫﺩ ﺶﯾﺍﺰﻓﺍ Ptpython ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯽﺴﯾﻮﻧﺪﮐ ﯼﺭﻭ ﻩﺮﻬﺑ

ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﺘﺸﮔﺯﺎﺑ ﻉﻮﻧ ﻦﯾﺪﻨﭼ ﯼﺍﺮﺑ Type Hints ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻥﺎﻣﺮﻓ ﻂﺧ ﯼﺍﺮﺑ ﺩﻼﺟ ﯼﺯﺎﺑ ﮏﯾ

ﺪﯿﻨﮐ ﺪﻨﺘﺴﻣ ChatGPT ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﻭ ﺪﮐ

JupyterLab ﻪﺘﻓﺮﺸﯿﭘ ﮎﻮﺑ ﺕﻮﻧ ﻪﺑﺮﺠﺗ ﮏﯾ ﯼﺍﺮﺑ

ChromaDB ﺎﺑ ﯼﺭﺍﺩﺮﺑ ﻩﺩﺍﺩ ﯼﺎﻫ ﻩﺎﮕﯾﺎﭘ ﻭ ﺎﻫ ﯼﺯﺎﺳﺎﺟ

ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺩ Markdown ﺭﺪﻧﺭ ﻩﻮﺤﻧ

ﺪﯾﺯﺎﺴﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﯼﻮﻧﺎﮐ ﯽﮔﺪﻧﺯ ﯼﺯﺎﺑ

ﺪﯿﻨﮐ ﺩﺍﺯﺁ ﺍﺭ ﻝﻮﺴﻨﮐ ﻦﺘﻣ ﺕﺭﺪﻗ :ﻥﻮﺘﯾﺎﭘ ﯽﻨﻏ ﻪﺘﺴﺑ

ﻥﻮﺘﯾﺎﭘ ﻡﺎﻧ ﺭﺩ ﯽﯾﺎﺗﻭﺩ ﻭ ﮏﺗ ﻂﺧﺮﯾﺯ

ﺪﯿﻨﮐ ﻝﺎﯾﺮﺳ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﯼﺎﻫ ﻩﺩﺍﺩ

ﺪﯾﺯﺎﺴﺑ ﺩﻼﺟ ﯼﺯﺎﺑ ﮏﯾ PySimpleGUI ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ

ﺪﯾﺯﺎﺴﺑ ﺮﯾﺬﭘ ﺱﺎﯿﻘﻣ ﮏﺳﻼﻓ ﺏﻭ ﻩﮊﻭﺮﭘ ﮏﯾ ﺍﺪﺘﺑﺍ ﺯﺍ

ﺪﯿﻨﮐ ﺖﯾﻮﻘﺗ ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﮏﯾ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﮏﺳﻼﻓ ﺏﻭ ﻩﮊﻭﺮﭘ

Flask ﺏﻭ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﻪﺑ ﻥﻼﻋﺍ ﯼﺎﻫ ﻡﺎﯿﭘ ﻭ ﺵﺭﺍﺰﮔ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ

ﺪﻣﺁﺭﺎﮐ ﯼﺩﺪﻋ ﯼﺎﻫ ﻩﺩﺍﺩ ﺎﺑ ﺭﺎﮐ :ﻥﻮﺘﯾﺎﭘ ﻪﯾﺍﺭﺁ

ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺩﻮﺧ ﯼﺎﻫ ﺱﻼﮐ ﺭﺩ ﺎﻬﻧﺁ ﺕﺭﺪﻗ ﺯﺍ :ﻥﻮﺘﯾﺎﭘ ﯽﯾﻭﺩﺎﺟ ﯼﺎﻫ ﺵﻭﺭ