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
LLMS ﺵﺯﻮﻣﺁ ﺯﺍ ﯼﺮﯿﮔﻮﻠﺟ ﯼﺍﺮﺑ ﺞﯾﺍﺭ ﻩﺎﺒﺘﺷﺍ 5
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
ﺎﻫ ﻩﺩﺍﺩ ﻞﯿﻠﺤﺗ ﻭ ﻪﯾﺰﺠﺗ ﯼﺍﺮﺑ ﻢﻫ ﺎﺑ SQL ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ
ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺴﮐﺎﭘ ﯼﺎﻫ ﺕﺭﺎﻬﻣ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﻩﺍﺭ 7
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
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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
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
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
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
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
.()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
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
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 ﺰﺑﺍﺮﮔ ﺖﺴﺗ ﻡﺎﺠﻧﺍ ﻩﻮﺤﻧ
ﺪﯾﺮﯿﮕﺑ ﺮﻈﻧ ﺭﺩ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﻪﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺮﺗﺮﺑ ﻥﻮﺗﺎﮑﻫ 7
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
؟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
؟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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ __closure__ ﯽﯾﻭﺩﺎﺟ ﻊﺑﺎﺗ
__file__ (ﺹﺎﺧ ﺮﯿﻐﺘﻣ ﮏﯾ) ﻥﻮﺘﯾﺎﭘ ﺭﺩ
؟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 ﮏﯾ ﺮﺻﺎﻨﻋ ﻥﺪﻧﺎﺧﺮﭼ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ
PySpark ﻢﯾﺮﻓﺎﺘﯾﺩ ﺭﺩ ﯽﻧﻭﺮﯿﺑ ﻞﻣﺎﮐ ﻦﺘﺳﻮﯿﭘ
__getitem__ ﻭ __setitem__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ
__subclassscheck__ ﻭ __subclasshook__ ﻥﻮﺘﯾﺎﭘ ﺭﺩ
{{ form.as_p }} - ﺪﯿﻫﺩ ﻪﺋﺍﺭﺍ ﻑﺍﺮﮔﺍﺭﺎﭘ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﻮﮕﻨﺟ ﯼﺎﻫ ﻡﺮﻓ
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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻪﺑ ﯼﺮﻨﺸﮑﯾﺩ ﻥﺩﻭﺰﻓﺍ
؟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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Object ﻞﺑﺎﻘﻣ ﺭﺩ NamedTuple ﻞﺑﺎﻘﻣ ﺭﺩ DataClass ﻦﯿﺑ ﺕﻭﺎﻔﺗ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﻝﻭﮊﺎﻣ dllist ﺱﻼﮐ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Matplotlib ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺕﺎﻧﻭﺩ ﺭﺍﺩﻮﻤﻧ
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
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
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
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
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
ﻉﻭﺮﺷ ﯼﺍﺮﺑ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻊﺑﺎﻨﻣ ﻦﯾﺮﺘﻬﺑ
ﺪﻧﻮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﺍﻭ ﺪﻨﻧﺍﻮﺗ ﯽﻣ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ
ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺯﻮﻣﺁﺩﻮﺧ ﯼﺎﻤﻨﻫﺍﺭ
ﺖﺳﺍ ﺏﻮﺒﺤﻣ ﺮﺿﺎﺣ ﻝﺎﺣ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ
ﺪﻧﻮﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺩﺭﺍﻭ ﺪﯾﺎﺑ ﻥﺎﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ
؟ﺩﺮﯿﮔ ﯽﻣ ﺭﺍﺮﻗ ﺎﺠﮐ ﺭﺩ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ
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
ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ
ﻢﺷﺎﺒﻧ ﺏﻮﺧ ﺕﺎﯿﺿﺎﯾﺭ ﺭﺩ ﺮﮔﺍ ﺩﻮﺷ ﯽﻣ ﻪﭼ
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
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
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
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
ﻡﺩﺮﮐ ﻉﻭﺮﺷ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻧﻮﮕﭼ
ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﺮﺗﻮﯿﭙﻣﺎﮐ ﺭﺍﺰﻓﺍ ﺖﺨﺳ
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
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
ﺮﻓﺎﺴﻣ ﯼﺎﻘﺑ ﯽﻨﯿﺑﺶﯿﭘ ﯼﺩﺭﻮﻣ ﻪﻌﻟﺎﻄﻣ ﺯﺍ ﯼﺩﺮﺑﺭﺎﮐ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺱﺭﺩ
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
ﻢﯾﻮﺷ ﺮﺘﻬﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻪﻧﻮﮕﭼ
ﺪﺷ ﺭﺎﮐ ﻪﺑ ﺖﺳﺩ ﯽﺘﺑﺎﻗﺭ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﻥﺍﻮﺗ ﯽﻣ ﻪﻧﻮﮕﭼ
ﻢﯿﻤﺼﺗ ﻥﺎﺘﺧﺭﺩ ﺎﺑ R ﺭﺩ ﯽﻄﺧ ﺮﯿﻏ ﯼﺪﻨﺑ ﻪﻘﺒﻃ
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 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﻢﯿﻈﻨﺗ
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
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
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
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 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 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
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
ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﻥﻮﯿﺳﺮﮔﺭ ﻭ ﯼﺪﻨﺑ ﻪﻘﺒﻃ ﻥﺎﺘﺧﺭﺩ
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
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
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
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
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
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
ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﻩﺩﺍﺩ ﻪﻋﻮﻤﺠﻣ 7
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
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
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
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
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
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
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
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
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
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 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
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
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
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
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 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
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
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
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
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
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
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
ﺎﻫ ﯼﺍ ﻪﻠﻤﺟﺪﻨﭼ ﻭ ﺎﻫ ﻥﺍﻮﺗ ﺕﺎﻘﺘﺸﻣ ﺮﺑ ﻡﺍﺭﺁ ﯼﺍ ﻪﻣﺪﻘﻣ
ﺎﻫ ﺱﺎﻤﻣ ﻭ ﺎﻫ ﺐﯿﺷ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ
L'Hospital ﻥﺎﺘﺳﺭﺎﻤﯿﺑ ﻥﻮﻧﺎﻗ ﻭ ﺺﺨﺸﻣﺎﻧ ﯼﺎﻫ ﻡﺮﻓ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ
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
ﻦﯿﺴﻫ ﯼﺎﻫ ﺲﯾﺮﺗﺎﻣ 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
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
(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 ﺖﭙﯾﺮﮑﺳﺍ ﻪﺑ ﺕﺎﻋﻼﻃﺍ ﻝﺎﺳﺭﺍ ﻭ ﺍﺮﺟﺍ
ﻪﺘﺴﻫ ﻢﮐﺍﺮﺗ ﻦﯿﻤﺨﺗ ﻭ ﯼﺯﺎﺳﺍﺪﺟ ﻞﮕﻨﺟ ﺎﺑ ﯼﺭﺎﺠﻨﻫﺎﻧ ﺺﯿﺨﺸﺗ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺘﺸﯿﺑ ﻩﮋﯾﻭ ﯼﺎﻫ ﯽﮔﮋﯾﻭ
ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺭﺩ Type Hints ﻭ Docstrings ،ﺕﺍﺮﻈﻧ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻘﯿﻘﺤﺗ ﻊﺑﺍﻮﺗ ﻭ ﻪﻨﻣﺍﺩ ،ﮎﺩﺭﺍ ﭗﯾﺎﺗ
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
(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
ﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﻪﯿﻧﺎﺛ 40 ﺭﺩ ﻖﯿﻤﻋ ﺭﺎﯿﺴﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ
ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺎﻫ ﻩﺩﺍﺩ ﮊﺎﺳﺎﻣ
ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ
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
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
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
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
ﺪﯾﺪﻧﻮﯿﭙﺑ ﻝﻮﺒﻧﺮﺗ ﮒﺍﺩ «ML ﺪﻨﻤﺗﺭﺪﻗ ﯼﻮﺠﺘﺴﺟ» ﻩﺪﻧﺯ ﻩﻭﺮﮔ ﻪﺑ
Keras ﺭﺩ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﻪﺑ ﯽﺷﺭﺎﻔﺳ ﻪﺟﻮﺗ ﻪﯾﻻ ﮏﯾ ﻥﺩﻭﺰﻓﺍ
ﺪﻫﺩ ﯽﻣ ﻭﺮﯿﻧ ﺎﻬﻧﺁ ﻪﺑ ﻪﮐ ﯽﺗﺎﯿﺿﺎﯾﺭ ﻭ ﺭﺮﮑﻣ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ
ﺱﺍﺮﮐ ﺭﺩ ﻩﺩﺎﺳ ﯽﺘﺸﮔﺯﺎﺑ ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﮎﺭﺩ
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
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
ﺪﯿﻨﮐ ﺖﮐﺮﺷ 2022 ﻩﺩﺍﺩ ﻢﻠﻋ ﻡﻮﯾﺯﻮﭙﻤﺳ ﺭﺩ
ﺭﻮﺗﺎﻣﺭﻮﻔﺴﻧﺍﺮﺗ ﻝﺪﻣ ﯼﺍﺮﺑ ﯽﺠﻨﺳﺭﺎﺒﺘﻋﺍ ﻭ ﯽﺷﺯﻮﻣﺁ ﺕﺎﻔﻠﺗ ﯼﺎﻫﯽﻨﺤﻨﻣ ﻢﯿﺳﺮﺗ
ﻥﺭﻮﺑ ﮎﺮﮐ ﺮﺘﮐﺩ ﺎﺑ ﯽﻠﻣﺎﻌﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻩﺪﻧﺯ ﻩﺭﻭﺩ
ﻪﻨﯾﺰﻫ ﯽﯾﺍﺭﺎﮐ ﯼﺍﺮﺑ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ :ML ﯼﺍﺮﺑ ﻩﺩﺍﺩ ﯽﺳﺪﻨﻬﻣ
ﺪﯿﻨﮐ ﺖﮐﺮﺷ ﯽﺗﺎﻨﯿﺴﻨﯿﺳ ﺭﺩ ﺮﺒﻣﺍﻮﻧ 8 ،2022 ﻩﺩﺍﺩ ﻢﻠﻋ ﻡﻮﯾﺯﻮﭙﻤﺳ ﺭﺩ
ﺮﺒﻣﺍﻮﻧ 21 ﺎﺗ ﻥﺎﮕﯾﺍﺭ ﻩﺩﺍﺩ ﻡﻮﻠﻋ ﻩﺭﻭﺩ 365
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
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
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 ﺭﺩ ﻝﺎﻨﺷﻮﻟﻮﻧﺎﮐ ﯽﺒﺼﻋ ﻪﮑﺒﺷ ﮏﯾ ﺖﺧﺎﺳ
PyTorch ﺭﺩ LeNet5 ﻝﺪﻣ ﺎﺑ ﺲﯾﻮﻧ ﺖﺳﺩ ﻢﻗﺭ ﺺﯿﺨﺸﺗ
LSTM ﺶﯿﭘ ﯼﺍﺮﺑﺭﺩ ﯽﻧﺎﻣﺯ ﯼﺮﺳ ﯽﻨﯿﺑ PyTorch
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
؟ﺖﺴﯿﭼ Few-Shot Prompting ﻭ Zero-Shot ﺖﺳﺍﻮﺧﺭﺩ
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 ﺮﺛﻮﻣ ﻞﻣﺎﻌﺗ ﯼﺍﺮﺑ ﻊﯾﺮﺳ ﯽﺳﺪﻨﻬﻣ
ﺎﻤﺷ ﯽﺼﺨﺷ ﻢﻠﻌﻣ ﻥﺍﻮﻨﻋ ﻪﺑ ChatGPT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ
ﺎﻤﺷ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﺭﺎﯿﺘﺳﺩ ﻥﺍﻮﻨﻋ ﻪﺑ ChatGPT ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ
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
!ﻩﺩﺍﺩ ﻝﺎﺼﺗﺍ ﯼﺎﻫﺭﺍﺰﺑﺍ ﺭﺩ ﯼﺭﺎﺼﺤﻧﺍ ﻒﯿﻔﺨﺗ ٪20 ﺎﺑ Devart ﯽﮕﻟﺎﺳ 26 ﺪﻟﻮﺗ ﻦﺸﺟ
R ﺭﺩ ﻩﺩﺍﺩ ﯼﺎﻫ ﺏﻮﭼﺭﺎﭼ ﻭ ﺎﻫ ﺖﺳﺮﻬﻓ ﺮﺑ ﻢﯾﻼﻣ ﯼﺍ ﻪﻣﺪﻘﻣ
R ﺭﺩ ﻊﺑﺍﻮﺗ ﻭ ﻥﺎﯾﺮﺟ ﻝﺮﺘﻨﮐ ،ﻖﻄﻨﻣ
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 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
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
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
ﯽﺒﺼﻋ ﯼﺎﻫ ﻪﮑﺒﺷ ﮎﺭﺩ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻊﺒﻨﻣ 5
Dreambooth ﺎﺑ ﺭﺍﺪﯾﺎﭘ ﺭﺎﺸﺘﻧﺍ ﺵﺯﻮﻣﺁ
ﺐﺳﺎﻨﻣ ﯽﻨﯿﺷﺎﻣ ﯽﺷﺯﻮﻣﺁ ﻩﺭﻭﺩ ﺏﺎﺨﺘﻧﺍ ﯼﺍﺮﺑ ﯽﺗﺎﮑﻧ
ﺩﺭﺍﺩ ﺹﺎﺼﺘﺧﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺵﺯﻮﻣﺁ ﻪﺑ ﻪﮐ YouTube ﻥﺎﮕﯾﺍﺭ ﻝﺎﻧﺎﮐ 5
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
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
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
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
ﻊﺒﻨﻣ ﺪﮐ ﺎﺑ ﻥﺎﯾﺪﺘﺒﻣ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﻩﮊﻭﺮﭘ 35
(ﺵﻭﺭ 6) ﻢﯿﻨﮐ ﻊﺑﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺩﺪﻋ ﮏﯾ ﻪﻧﻮﮕﭼ
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
Python DateTime، TimeDelta، Strftime(Format) ﻝﺎﺜﻣ ﺎﺑ
Python RegEx: re.match()، re.search()، re.findall() ﻝﺎﺜﻣ ﺎﺑ
ﻝﺎﺜﻣ ﺎﺑ() ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﯼﺯﺎﺳ ﺐﺗﺮﻣ
[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
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] ﻥﺩﺮﺑ ﻻﺎﺑ ﻭ ﺖﯾﺎﻬﻧ ﺭﺩ ،ﻦﺘﻓﺮﮔ ،ﻥﺎﺤﺘﻣﺍ :ﻥﻮﺘﯾﺎﭘ ءﺎﻨﺜﺘﺳﺍ ﺖﯾﺮﯾﺪﻣ
()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
ﺖﺸﮔﺯﺎﺑ ﻪﻧﻮﻤﻧ ﻞﺑﺎﻘﻣ ﺭﺩ ﻩﺩﺯﺎﺑ ﻭ ﺭﻮﺗﺍﺮﻧﮊ :ﺵﺯﻮﻣﺁ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺩﺯﺎﺑ
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
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
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
ﺖﺳﺍ ﯽﻟﺎﺧ ﺖﺴﯿﻟ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ - ﻥﻮﺘﯾﺎﭘ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﺖﺴﯿﻟ ﮏﯾ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ
Python ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ datetime ﺪﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﻖﯾﺮﻃ ﺯﺍ ﺭﺍﺮﮑﺗ
ﻥﻮﺘﯾﺎﭘ ﻂﺳﻮﺗ ﺎﻫ ﻞﭘﺎﺗ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﺖﺴﯿﻟ
ﺮﯿﺧ ﺎﯾ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﺭﺩ ﺪﯿﻠﮐ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ
ﺖﺳﺍ ﻩﺪﻣﺁ ﺖﺳﺩ ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺸﮔﺯﺎﺑ ﻖﻤﻋ ﺮﺜﮐﺍﺪﺣ
[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ
ﺪﯿﻨﮐ ﻑﺬﺣ ﻥﻮﺘﯾﺎﭘ ﺖﺴﯿﻟ ﺯﺍ ﺍﺭ ﺮﺼﻨﻋ ﻦﯾﺮﺧﺁ
ﺪﻨﮐ ﯽﻣ ﻑﺬﺣ ﻪﺘﺷﺭ ﺯﺍ ﺍﺭ ﺮﺘﮐﺍﺭﺎﮐ ﻥﻮﺘﯾﺎﭘ
ﺪﯿﻨﮐ ﻑﺬﺣ String Python ﺯﺍ ﺍﺭ ﯽﻟﺎﺧ ﯼﺎﻀﻓ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯿﻤﯾﺍ ﺱﺭﺩﺁ ﯽﺠﻨﺳ ﺭﺎﺒﺘﻋﺍ
ﺪﯿﻨﮐ ﺐﯿﮐﺮﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ ﻭﺩ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺢﯿﺤﺻ ﺩﺪﻋ ﯼﺩﻭﺭﻭ ﻦﺘﻓﺮﮔ ﻩﻮﺤﻧ
ﺪﻨﮐ ﯽﻣ ﺩﺎﺠﯾﺍ ﯽﻟﺎﺧ ﻪﻋﻮﻤﺠﻣ ﻥﻮﺘﯾﺎﭘ
TypeError: ءﯽﺷ 'list' ﺖﺴﯿﻧ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻞﺑﺎﻗ
ﺪﯿﻧﺍﻮﺨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﻞﯾﺎﻓ
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
ﺪﻨﮐ ﯽﻣ ﻞﺼﺘﻣ ﻢﻫ ﻪﺑ ﺍﺭ int ﻭ ﻪﺘﺷﺭ ﻥﻮﺘﯾﺎﭘ
Python Regex ﯽﯾﺎﺒﻔﻟﺍ ﯼﺎﻫﺮﺘﮐﺍﺭﺎﮐ ﯼﺍﺮﺑ
cv2 GaussianBlur() ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ
ModuleNotFoundError: ﻡﺎﻧ ﻪﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ cv2 ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ
()cv2 VideoCapture ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ
cv2 findContours() ﺪﺘﻣ | ﻥﻮﺘﯾﺎﭘ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ DataFrame ﺩﺎﺠﯾﺍ | ﺎﻫﺍﺪﻧﺎﭘ
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
ﻢﯾﺮﻓ ﺎﺘﯾﺩ ﯼﺎﻫﺍﺪﻧﺎﭘ ﻥﻮﺘﺳ ﺭﺩ ﺩﺮﻓ ﻪﺑ ﺮﺼﺤﻨﻣ ﺮﯾﺩﺎﻘﻣ ﻥﺩﺭﻭﺁ ﺖﺳﺪﺑ ﻩﻮﺤﻧ
Pandas DataFrame ﺭﺩ ﻥﻮﺘﺳ ﮏﯾ ﺲﻧﺎﮐﺮﻓ ﺩﺍﺪﻌﺗ ﺖﻓﺎﯾﺭﺩ ﻩﻮﺤﻧ
ﺪﻨﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ ﺭﻭﺎﻨﺷ ﻪﺑ ﺍﺭ ﻥﻮﺘﺳ ﺎﻫﺍﺪﻧﺎﭘ
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 ﻪﯿﻟﻭﺍ ﯽﻫﺩﺭﺍﺪﻘﻣ ﻩﻮﺤﻧ
ﺮﺑﺭﺎﮐ ﯼﺩﻭﺭﻭ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﺏﺮﺿ
ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ 'sklearn.cross_validation' ﻡﺎﻧ ﻪﺑ ﯽﻟﻭﮊﺎﻣ ﭻﯿﻫ [ﺪﺷ ﻊﻓﺭ]
؟'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
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
ﺪﯿﻨﮐ ﺐﺗﺮﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﺒﻔﻟﺍ ﻑﻭﺮﺣ ﺱﺎﺳﺍ ﺮﺑ ﺍﺭ ﺖﺴﯿﻟ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﯽﭙﮐ ﯼﺍﺮﺑ ﺵﻭﺭ 7
ﺪﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻞﯾﺎﻓ ﮏﯾ ﺭﺩ ﺍﺭ ﯽﺘﺴﯿﻟ
ﺪﻨﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ int ﻪﺑ ﺍﺭ ﻥﻮﺘﺳ ﺎﻫﺍﺪﻧﺎﭘ
float ﻪﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ int ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ
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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﺘﺴﮐﺎﺧ ﺱﺎﯿﻘﻣ ﻪﺑ ﺮﯾﻮﺼﺗ ﻞﯾﺪﺒﺗ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺲﯾﺮﺗﺎﻣ ﻪﺑ ﺖﺴﯿﻟ ﻞﯾﺪﺒﺗ
ﺪﯿﻨﮐ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺍﺭ ﺲﯾﺮﺗﺎﻣ
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
ﺪﯿﻫﺩ ﺮﯿﯿﻐﺗ Matplotlib ﺭﺩ ﺍﺭ ﻥﺍﻮﻨﻋ ﻢﻠﻗ ﻩﺯﺍﺪﻧﺍ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺭﺎﻤﺷ ﻪﺑ ﺎﻣﺎﮐ ﻥﺩﺮﮐ ﻪﻓﺎﺿﺍ
ﺪﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ CSV ﺭﺩ ﺍﺭ ﺖﺴﯿﻟ
[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
ﺪﯿﻧﺰﺑ ﻪﻘﻠﺣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻖﯾﺮﻃ ﺯﺍ
ﺮﯿﺧ ﺎﯾ ﺖﺳﺍ ﺢﯿﺤﺻ ﺩﺪﻋ ﯼﺩﻭﺭﻭ ﺎﯾﺁ ﻪﮐ ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ
ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﺍﺭ ﯼﺍﺭﺁ ﺖﯾﺎﺑ
ﺪﯿﻨﮐ ﺩﺎﺠﯾﺍ ﻞﯾﺎﻓ ﺩﺭﺍﺪﻧ ﺩﻮﺟﻭ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﮐ ﯽﺗﺭﻮﺻ ﺭﺩ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Char ﻪﯾﺍﺭﺁ ﻪﺑ ﻪﺘﺷﺭ ﻞﯾﺪﺒﺗ
ﺪﯿﻨﮐ ﻞﯾﺪﺒﺗ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻊﺑﺎﺗ ﯽﻧﺍﻮﺧﺍﺮﻓ ﻪﺑ ﺍﺭ ﻪﺘﺷﺭ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﯾﺎﯾﺪﻠﻗﺍ ﻪﻠﺻﺎﻓ ﻪﺒﺳﺎﺤﻣ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ int ﻪﯾﺍﺭﺁ ﻪﺑ ﺭﻭﺎﻨﺷ ﻪﯾﺍﺭﺁ ﻞﯾﺪﺒﺗ
(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 ﺭﺍﺪﻘﻣ ﺱﺎﺳﺍ ﺮﺑ ﺖﻐﻟ ﮓﻨﻫﺮﻓ ﯼﺯﺎﺳ ﺐﺗﺮﻣ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺩﺪﻌﺘﻣ ﯼﺎﻫ ﻩﺪﻨﻨﮐﺍﺪﺟ ﺎﺑ ﻪﺘﺷﺭ ﻢﯿﺴﻘﺗ
(ﺭﺎﻈﺘﻧﺍ ﺩﺭﻮﻣ 2) ﯼﺪﻨﺑ ﻪﺘﺴﺑ ﻥﺩﺮﮐ ﺯﺎﺑ ﯼﺍﺮﺑ ﯼﺩﺎﯾﺯ ﺮﯾﺩﺎﻘﻣ :ValueError [ﻊﻓﺭ]
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
[ﺵﻭﺭ 8] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﺖﺴﯿﻟ ﻪﺴﯾﺎﻘﻣ ﻩﻮﺤﻧ
[ﺵﻭﺭ 4] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﺘﺷﺭ ﻪﺑ ﻪﻋﻮﻤﺠﻣ ﻞﯾﺪﺒﺗ
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
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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺮﻨﺸﮑﯾﺩ ﻥﺩﺮﮐ ﺯﺎﺑ ﻩﻮﺤﻧ
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
[ﺵﻭﺭ 7 ] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻌﻓ ﺖﺳﺮﻬﻓ ﭖﺎﭼ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﮕﯾﺪﮑﯾ ﺎﺑ ﺖﺴﯿﻟ ﺮﺻﺎﻨﻋ ﻪﺴﯾﺎﻘﻣ
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
[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
[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
[ﺵﻭﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺰﮕﻫ ﺕﺭﻮﺻ ﻪﺑ int ﭖﺎﭼ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻪﺑ ﻂﺧ ﯼﺮﻨﺸﮑﯾﺩ 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
ﺪﯿﻨﮐ ﭖﺎﭼ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻟﺎﺧ ﻪﺘﺷﺭ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﻡﺍﺪﮐ ﭻﯿﻫ
[ﻩﺍﺭ 3] ﻥﻮﺘﯾﺎﭘ ﺭﺩ if ﺕﺭﺎﺒﻋ ﺯﺍ ﺝﻭﺮﺧ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻂﺧ ﻥﺎﻤﻫ ﺭﺩ ﻪﺘﺷﺭ ﻭ ﺮﯿﻐﺘﻣ ﭖﺎﭼ
[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
[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
ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﯼﺍﺮﺑ README ﯽﻟﺎﻋ ﯼﺎﻫ ﻞﯾﺎﻓ ﺩﺎﺠﯾﺍ
ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﺎﻬﻨﭘ Gem Python ﻪﻧﺎﺨﺑﺎﺘﮐ 5
ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﯽﺒﺗﺍﺮﻣ ﻪﻠﺴﻠﺳ ﯼﺎﻫ ﻩﺩﺍﺩ ﯽﻫﺪﻧﺎﻣﺯﺎﺳ ﯼﺍﺮﺑ MultiIndex ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ
ﻥﻮﺘﯾﺎﭘ Pathlib ﺎﺑ ﺎﻫﻞﯾﺎﻓ ﺯﺍ ﯼﺮﯿﮔﻥﺎﺒﯿﺘﺸﭘ ﻭ ﻮﺠﺘﺴﺟ ،ﯽﻫﺪﻧﺎﻣﺯﺎﺳ
ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﯼﺎﻫ ﻩﺩﺍﺩ ﺖﯾﺮﯾﺪﻣ ﯼﺍﺮﺑ NumPy ﺭﺩ ﻩﺪﺷ ﮏﺳﺎﻣ ﯼﺎﻫ ﻪﯾﺍﺭﺁ
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
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
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 ﺎﺑ ﯼﺯﺎﺳﺭﺎﮐﺩﻮﺧ ﯼﺍﺮﺑ ﺭﺎﮐ 5
ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻭ ﻩﺩﺍﺩ ﻢﺴﺠﺗ ،ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺮﺗﺮﺑ ﻪﻧﺎﺨﺑﺎﺘﮐ 38
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
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
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
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
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
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
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
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
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
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
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 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
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
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
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
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 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
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
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child_process.spawn ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Node.js ﺎﺑ Python/Ruby/PHP ﻪﺘﺳﻮﭘ ﺖﭙﯾﺮﮑﺳﺍ ﻡﺎﻏ
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
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
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
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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
ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺖﯾﺎﺳﺏﻭ ﮏﯾ ﺯﺍ ﯼﺭﺍﺩﺮﺑﻪﺸﻘﻧ ﯼﺍﺮﺑ URL ﻩﺪﻧﺰﺧ ﮏﯾ ﺖﺧﺎﺳ
ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺎﺑ ﻪﻘﯿﻗﺩ 10 ﺩﻭﺪﺣ ﺭﺩ ﻪﻧﻮﮕﭼ
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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
.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
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
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
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
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
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
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
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
ﺖﯾﺎﺳ ﺏﻭ ﮏﯾ ﺯﺍ ﺎﻫ ﻩﺩﺍﺩ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻩﻮﺤﻧ – ﺏﻭ ﻥﺩﺍﺩ ﺵﺍﺮﺧ ﻥﻮﺘﯾﺎﭘ ﺵﺯﻮﻣﺁ
ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺩﺮﮑﻠﻤﻋ ﺩﻮﺒﻬﺑ ﯼﺍﺮﺑ ﺮﺘﻣﺍﺭﺎﭘﺍﺮﻓ ﯼﺯﺎﺳ ﻪﻨﯿﻬﺑ ﯼﺎﻫ ﮏﯿﻨﮑﺗ
ﻢﯾﺯﺎﺴﺑ ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﻪﻣﺎﻧﺮﺑ ﮏﯾ AWS Chalice ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﻧﻮﮕﭼ
ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺍﺩ ﺢﯿﺿﻮﺗ ﯽﻠﻤﻋ ﺪﮐ ﯼﺎﻫﻝﺎﺜﻣ ﺎﺑ Python 3.9 ﯼﺎﻫﯽﻧﺎﺳﺭﺯﻭﺭﻪﺑ
ﻢﺘﺧﺎﺳ ﺯﻮﻣﺁﺩﻮﺧ ﺭﺍﺰﻓﺍ ﻡﺮﻧ ﻩﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﮏﯾ ﻥﺍﻮﻨﻋ ﻪﺑ ﺍﺭ ﺕﺎﻋﻼﻃﺍ ﯼﺭﻭﺎﻨﻓ ﻥﻮﯿﺳﺎﻣﻮﺗﺍ ﻩﮊﻭ
3.9 ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﯼﺮﻨﺸﮑﯾﺩ ﻡﺎﻏﺩﺍ ﻭ ﯽﭙﮐ ،ﺭﺍﺮﮑﺗ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﯼﺮﻨﺸﮑﯾﺩ ﯼﺎﻤﻨﻫﺍﺭ
Python Read File JSON – ﯼﺮﯿﮔﺭﺎﺑ ﻩﻮﺤﻧ JSON ﻪﯾﺰﺠﺗ ﻭ ﻞﯾﺎﻓ ﮏﯾ ﺯﺍ Dumps
ﺪﯾﺯﺎﺴﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﻦﯿﻟﻭﺍ ﻪﻧﻮﮕﭼ
ﯽﻠﻤﻋ ﻭ ﯼﺮﺼﺑ ﯼﺎﻤﻨﻫﺍﺭ – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﯿﯿﻐﺗ ﻞﺑﺎﻗﺮﯿﻏ ءﺎﯿﺷﺍ ﻞﺑﺎﻘﻣ ﺭﺩ ﺮﯿﯿﻐﺗ ﻞﺑﺎﻗ
ﺖﯾﺎﻬﻧ ﯽﺑ ﯼﺎﻫ ﻪﻘﻠﺣ ﻭ while True Syntax – ﻥﻮﺘﯾﺎﭘ ﻪﻘﻠﺣ ﺵﺯﻮﻣﺁ
ﻢﯿﻫﺩ ﺢﯿﺿﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻪﺻﻼﺧ ﺭﺎﻣﺁ ﻭ ﯽﺳﻮﮔ ﻊﯾﺯﻮﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻪﻧﻮﮕﭼ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﻮﺴﻧﺎﺗ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – PyTorch ﺭﻮﺴﻧﺎﺗ ﯼﺎﻫ ﺵﻭﺭ
ﺪﮐ ﻥﺰﺨﻣ ﻪﻧﻮﻤﻧ ﺎﺑ ﻥﺎﮕﯾﺍﺭ ﻪﺘﻋﺎﺳ 4 ﻩﺭﻭﺩ – ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻤﺘﯾﺭﻮﮕﻟﺍ ﺕﺭﺎﺠﺗ
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ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﻪﺘﻓﺎﯾﺭﺎﺘﺧﺎﺳ ﯽﻟﺎﻣ ﺭﺎﺒﺧﺍ ﮏﯾ ﻦﺘﺧﺎﺳ ﯼﺍﺮﺑ Streamlit ﻭ Python، SpaCy ﺯﺍ
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ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﻥﻮﺘﯾﺎﭘ ﺭﺩ TinyDB ﺎﺑ ﻪﻧﻮﮕﭼ
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Python Parse JSON – ﻞﯾﺎﻓ ﮏﯾ ﻥﺪﻧﺍﻮﺧ ﻩﻮﺤﻧ JSON
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Python Find in List – ﻢﯿﻨﮐ ﺍﺪﯿﭘ ﺖﺴﯿﻟ ﺭﺩ ﺍﺭ ﺮﺼﻨﻋ ﺎﯾ ﻢﺘﯾﺁ ﮏﯾ ﻪﯾﺎﻤﻧ ﻪﻧﻮﮕﭼ
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Python .pop() – ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﺎﯾ ﺖﺴﯿﻟ ﮏﯾ ﺯﺍ ﭖﺎﭘ ﻩﻮﺤﻧ
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Python List .remove() - ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺖﺴﯿﻟ ﺯﺍ ﻢﺘﯾﺁ ﮏﯾ ﻑﺬﺣ ﻩﻮﺤﻧ
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TypeError [ﻩﺪﺷ ﻞﺣ] ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ ﺪﻨﺷﺎﺑ ﺢﯿﺤﺻ ﺩﺍﺪﻋﺍ ﺪﯾﺎﺑ ﻪﺘﺷﺭ ﯼﺎﻫ ﺺﺧﺎﺷ
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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
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
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ﻮﺤﻧ ﻝﺎﺜﻣ()join – ﻥﻮﺘﯾﺎﭘ ﻪﺘﺷﺭ ﻪﺑ ﺖﺳﺮﻬﻓ
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
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
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
ﺯﺎﺑ ﺎﺘﺑ ﯽﺿﺎﯾﺭ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻩﺭﻭﺩ - ﺪﯾﺯﻮﻣﺎﯿﺑ freeCodeCamp ﺭﺩ ﺍﺭ ﯼﺩﺎﯿﻨﺑ ﺕﺎﯿﺿﺎﯾﺭ
ﯽﻠﻤﻋ ﯼﺎﻤﻨﻫﺍﺭ ﮏﯾ - FastAPI ﺭﺩ JWT ﺖﯾﻮﻫ ﺯﺍﺮﺣﺍ ﻥﺩﻭﺰﻓﺍ ﻩﻮﺤﻧ
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
NameError: Name plot_cases_simple ﻢﯿﻨﮐ ﻑﺮﻃﺮﺑ ﺍﺭ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻄﺧ ﻦﯾﺍ ﻪﻧﻮﮕﭼ – ﺖﺳﺍ ﻩﺪ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﻋﻮﻤﺠﻣ ﺩﺎﺠﯾﺍ ﻩﻮﺤﻧ – ﻥﻮﺘﯾﺎﭘ ﻪﻋﻮﻤﺠﻣ
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
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
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
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
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
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
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
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
Bottle Web Framework - Python ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ
Confluent ﯼﺎﮑﻓﺎﮐ ﻥﻮﺘﯾﺎﭘ ﻩﺪﻨﻨﮐ ﺪﯿﻟﻮﺗ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Dynamic CLI ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ
ﺪﯿﺸﮑﺑ ﻡﺎﻧ ﺎﺑ ﺍﺭ ﺪﻨﯾﺁﺮﻓ ﮏﯾ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ
Kivy - ﻞﯾﺎﺑﻮﻣ ﻦﺸﯿﮑﯿﻠﭘﺍ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺏﻮﭼﺭﺎﭼ
(KS ﺖﺴﺗ) ﻑﻮﻧﺮﯿﻤﺳﺍ-ﻑﻭﺮﮔﻮﻤﻟﻮﮐ ﻥﻮﻣﺯﺁ
Pandas DataFrame ﺭﺩ ﺐﺴﭼﺮﺑ ﺮﺑ ﯽﻨﺘﺒﻣ ﯼﺯﺎﺳ ﻪﯾﺎﻤﻧ
ﺱﺎﺗﻮﻫﺎﻣ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻩﺪﺷ ﯼﺭﺍﺬﮔ ﺐﺴﭼﺮﺑ ﺮﯾﻮﺼﺗ ﻊﺑﺎﺗ
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
؟ﻢﯿﻨﮐ ﻮﺠﺘﺴﺟ Pandas DataFrame ﻒﯾﺩﺭ ﺭﺩ ﺍﺭ ﺭﺍﺪﻘﻣ ﮏﯾ ﻪﻧﻮﮕﭼ
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 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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Plotly ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻄﺧ ﺭﺍﺩﻮﻤﻧ
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
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
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
.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
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
Python - K Matrix Initialization
ﺖﺴﯿﻟ ﺭﺩ ﺖﺳﺮﻬﻓ ﺎﺑ ﺮﺻﺎﻨﻋ ﻢﻤﯾﺰﮐﺎﻣ K - ﻥﻮﺘﯾﺎﭘ
Python - K ﺖﺴﯿﻟ ﻭﺩ ﺯﺍ ﯼﺪﻨﺑ ﻊﻤﺟ
Python - Kth Index Tuple List Mean
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
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
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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
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
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
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
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 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
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
Pipenv - ﻥﻮﺘﯾﺎﭘ ﻪﺘﺴﺑ ﺖﯾﺮﯾﺪﻣ ﺭﺍﺰﺑﺍ
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
؟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 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
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 ﯼﺪﻧﻮﯿﭘ ﺖﺴﯿﻟ ﺎﺒﯾﺯ ﭖﺎﭼ
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
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
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
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
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
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
؟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
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
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
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
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
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
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
؟ﻢﯿﻨﮐ ﺍﺮﺟﺍ ﻭ ﻞﺼﺘﻣ ﻥﻮﺘﯾﺎﭘ ﺯﺍ PostgreSQL ﻩﺩﺍﺩ ﻩﺎﮕﯾﺎﭘ ﻪﺑ ﺍﺭ SQL ﯼﺎﻫﻮﺟ ﻭ ﺱﺮﭘ ﻪﻧﻮﮕﭼ
TfLearn ﺭﺩ ﻥﺁ ﺐﺼﻧ ﻭ TensorFlow
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Base64 ﯼﺎﻫ ﻪﺘﺷﺭ ﯽﯾﺎﺸﮔﺰﻣﺭ ﻭ ﯼﺭﺍﺬﮔﺰﻣﺭ
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
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
؟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
؟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 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻪﺘﺷﺭ ﺭﺩ ﺕﺭﺎﺒﻋ ﺝﺍﺮﺨﺘﺳﺍ
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 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
HTML ﻝﻭﮊﺎﻣ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺍﺭ Tinyhtml ﺪﯿﻨﮐ ﺪﯿﻟﻮﺗ ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ
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
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
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
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
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
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺭﺎﺘﻔﮔ ﻪﺑ ﻦﺘﻣ ﻪﺑ ﻦﺘﻣ ﻪﺑ ﺭﺎﺘﻔﮔ ﻞﯾﺪﺒﺗ
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
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
Python Pytwisty ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Rubik_s ﺐﻌﮑﻣ ﻞﺣ
Python-Tkinter ﺭﺩ Treeview ﺶﯾﺎﻤﯿﭘ ﺭﺍﻮﻧ
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
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
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
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
G-Fact 19 (ﺭﺩ ﯽﺘﯿﺑ ﻭ ﯽﻘﻄﻨﻣ ﯼﺎﻫﺭﻮﺗﺍﺮﭘﺍ Boolean)
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 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
؟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
ﺎﻫ ﺲﯾﺮﺗﺎﻣ ﻭ Numpy ﯼﺎﻫ ﻪﯾﺍﺭﺁ ﻦﯿﺑ ﺕﻭﺎﻔﺗ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ Numpy ﻭ Meshgrid ﺯﺍ ﻑﺪﻫ
ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻢﺘﯾﺭﻮﮕﻟﺍ ﯼﺭﺎﻣﺁ ﻪﺴﯾﺎﻘﻣ
ﯽﻋﻮﻨﺼﻣ ﺵﻮﻫ ﻩﺯﻮﺣ ﯼﺍﺮﺑ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻥﺎﺑﺯ ﻦﯾﺮﺘﻬﺑ 5
ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯼﺯﺎﺴﻟﺎﻌﻓ ﺩﺮﮑﻠﻤﻋ ﮎﺭﺩ
؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺪﻠﯿﻓ ﺖﺷﺎﮕﻧ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﻪﯾﺍﺭﺁ ﺎﯾ ﺖﺴﯿﻟ ﻪﺑ ﻒﺻ ﻦﺘﺨﯾﺭ
؟ﺖﺴﯿﭼ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻄﺧ ﺮﺒﺟ ﺩﺮﺑﺭﺎﮐ
؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﺮﺘﻣﺍﺭﺎﭘ ﺝﺍﺮﺨﺘﺳﺍ
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
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
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
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
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 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
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
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
؟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
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
؟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 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
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
.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
؟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 ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻟﺎﻣ ﻢﯿﻫﺎﻔﻣ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ
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
Word2Vec ﯼﺎﻫﻪﯿﺒﻌﺗ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻩﺪﺷ ﻩﺩﺍﺩ ﺕﺎﻤﻠﮐ ﺯﺍ ﻪﻤﻠﮐ ﺱﺎﯿﻗ ﻥﺩﺮﮐ ﺍﺪﯿﭘ
ﺖﺴﯿﻟ ﺖﺴﯿﻟ ﺭﺩ ﻝﻮﻤﻌﻣ ﺮﯿﻏ ﺮﺻﺎﻨﻋ - 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
؟ﺖﺴﯿﭼ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺩ ﯽﻨﮑﻓﺍﺮﻓ ﻩﺎﮔﺪﯾﺩ
ﻥﻮﺘﯾﺎﭘ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯼﺩﻮﺟﻮﻣ ﯼﺎﺿﺎﻘﺗ ﯽﻨﯿﺑ ﺶﯿﭘ
ﺕﺎﺳﺎﺴﺣﺍ ﻞﯿﻠﺤﺗ ﺭﺩ ﻪﺒﻨﺟ ﯼﺯﺎﺴﻟﺪﻣ ﮎﺭﺩ
ﺪﯿﻨﮐ ﻞﺼﺘﻣ ﺎﻫﺍﺪﻧﺎﭘ ﺭﺩ ﻥﻮﺘﺳ ﮏﯾ ﻪﺑ ﺍﺭ ﻦﺘﻣ ﻥﻮﺘﺳ ﻭﺩ
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
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
(SVM) ﯼﺭﺍﺩﺮﺑ ﯼﺎﻫ ﻦﯿﺷﺎﻣ ﻥﺎﺒﯿﺘﺸﭘ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ JSON ﺎﺑ ﯼﺩﻮﺟﻮﻣ ﺖﯾﺮﯾﺪﻣ
Bottle Framework ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﮎﻮﺟ ﻪﻣﺎﻧﺮﺑ
Visual Studio Code ﺭﺩ Jupyter ﮎﻮﺑ ﺕﻮﻧ ﯽﻧﺩﻭﺰﻓﺍ ﻪﻣﺎﻧﺮﺑ
ﯼﺪﻌﺑ n ﯽﯾﺎﻀﻓ ﻪﯾﺍﺭﺁ ﯽﺟﻭﺯ ﻞﺻﺍﻮﻓ - ﻥﻮﺘﯾﺎﭘ
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
؟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 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
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
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
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
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
ﻥﻮﺘﯾﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ (PSNR) ﺰﯾﻮﻧ ﻪﺑ ﻝﺎﻨﮕﯿﺳ ﺖﺒﺴﻧ ﮏﯿﭘ ﻥﺩﺮﮐ ﺍﺪﯿﭘ
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
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 ProcessPoolExecutor ﺱﻼﮐ
MySQL ﻭ Python Flask ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﻞﯾﺎﻓﻭﺮﭘ ﻪﻣﺎﻧﺮﺑ
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
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 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
Tkinter ﯼﺩﻭﺭﻭ ﺖﺠﯾﻭ ﮏﯾ ﺭﺩ ﻩﺭﺎﺑﻭﺩ ﻭ ﺩﺮﮔﺍﻭ
؟ﺖﺴﯿﭼ()tkinter/tk ﯼﺪﻨﺑﺮﮑﯿﭘ ﺪﺘﻣ ﯼﺎﻫﺮﺘﻣﺍﺭﺎﭘ
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 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
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
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
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
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Web2py – ﺯﺍ ﺕﺮﺟﺎﻬﻣ SQLite ﻪﺑ MySQL
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Discover Flask، ﮏﯿﺗﺎﺘﺳﺍ ﺖﯾﺎﺳ ﮏﯾ ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ - 1 ﺖﻤﺴﻗ
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Python Full Stack ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ Sublime Text 3 ﻢﯿﻈﻨﺗ
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AWS Elastic Beanstalk ﺭﺩ ﻮﮕﻨﺟ ﻪﻣﺎﻧﺮﺑ ﮏﯾ ﺭﺍﺮﻘﺘﺳﺍ
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API Gateway ﻭ AWS Lambda ﺎﺑ ﺪﮐ ﯽﺑﺎﯾﺯﺭﺍ
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Python + Memcached: ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﯼﺩﺮﺑﺭﺎﮐ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺭﺩ ﺪﻣﺁﺭﺎﮐ ﯼﺯﺎﺳ ﻩﺮﯿﺧﺫ
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؟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 ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﻪﺘﮑﻧ 11
ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ GitHub ﻭ Git ﯽﻓﺮﻌﻣ
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
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
Itertools ﻝﺎﺜﻣ ﻥﺍﻮﻨﻋ ﻪﺑ ،3 ﻥﻮﺘﯾﺎﭘ ﺭﺩ
ﻊﺟﺮﻣ ﮏﯾ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻪﻣﺎﻧﺮﺑ ﯼﺪﻨﺑﺡﺮﻃ
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
ﻞﻣﺎﮐ ﯼﺎﻤﻨﻫﺍﺭ :ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﯼﺯﺎﺳﺪﻨﺘﺴﻣ
ﻥﻮﺘﯾﺎﭘ ﻥﺎﮔﺪﻨﻫﺩ ﻪﻌﺳﻮﺗ ﯼﺍﺮﺑ Git ﻪﺘﻓﺮﺸﯿﭘ ﺕﺎﮑﻧ
ﻮﮕﻨﺟ ﯼﺎﻫﺮﯿﺴﻣ ﺮﯿﯿﻐﺗ ﯼﺍﺮﺑ ﯽﯾﺎﻬﻧ ﯼﺎﻤﻨﻫﺍﺭ
ﺪﯿﻧﺍﺪﻧ ﺖﺳﺍ ﻦﮑﻤﻣ ﻪﮐ ﯽﯾﺎﻫ ﯽﮔﮋﯾﻭ ﻭ ﺎﻫﺪﻨﻓﺮﺗ :ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﺍﺪﻧﺎﭘ
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
Python، Boto3 ﻭ AWS S3: Demystified
ﺱﺍﺮﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﯽﻠﻤﻋ ﻦﺘﻣ ﯼﺪﻨﺑ ﻪﻘﺒﻃ
ﺯﻭﺪﻨﯾﻭ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺍﺮﺑ Python ﯼﺯﺍﺪﻧﺍ ﻩﺍﺭ
(ﺩﻭﺪﺤﻣﺎﻧ ﺭﺍﺮﮑﺗ) "Python "while ﯼﺎﻫ ﻪﻘﻠﺣ
ﻪﮐﻮﺑ ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯽﻠﻣﺎﻌﺗ ﯼﺎﻫ ﻩﺩﺍﺩ ﻢﺴﺠﺗ
AWS Chalice ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﺭﻭﺮﺳ ﻥﻭﺪﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﺖﺧﺎﺳ
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
ﺪﯿﻫﺩ ﺖﻋﺮﺳ ﯽﻧﺎﻣﺰﻤﻫ ﺎﺑ ﺍﺭ ﺩﻮﺧ ﻥﻮﺘﯾﺎﭘ ﻪﻣﺎﻧﺮﺑ
Async IO ﺭﺩ Python: A Complete Walkthrough
(ﺎﻤﻨﻫﺍﺭ) ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫ ﺖﺳﺍﻮﺧﺭﺩ ﻪﻧﺎﺨﺑﺎﺘﮐ
(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
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 ﻥﺎﻣﺯ ﻝﻭﮊﺎﻣ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ
ﺎﻬﻧﺁ ﻪﺑ ﯽﮔﺪﯿﺳﺭ ﻩﻮﺤﻧ ﻭ ﻥﻮﺘﯾﺎﭘ ﯼﺪﯿﻠﮐ ﯼﺎﻄﺧ ﯼﺎﻫﺎﻨﺜﺘﺳﺍ
ﻥﻮﺘﯾﺎﭘ ﺭﺩ()sort. ﻭ()sorted ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ
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
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
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
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
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
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
ﯼﻮﺤﻧ ﯼﺎﻄﺧ ﯼﺍﺮﺑ ﺞﯾﺍﺭ ﻞﯾﻻﺩ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺮﺒﺘﻌﻣﺎﻧ ﻮﺤﻧ
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
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 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
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
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
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
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
؟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
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
pandas Sort: ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺯﺎﺳ ﺐﺗﺮﻣ ﯼﺍﺮﺑ ﺎﻤﺷ ﯼﺎﻤﻨﻫﺍﺭ
ﻥﺁ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﻩﻮﺤﻧ ﻭ ﻥﺎﻣﺯ :ﻥﻮﺘﯾﺎﭘ ﺭﺩ ﯼﺩﺮﺑﺭﺎﮐ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ
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
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
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
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
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 ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﯼﺪﻨﺑ ﻩﻭﺮﮔ ﯼﺍﺮﺑ ﺎﻤﺷ ﯼﺎﻤﻨﻫﺍﺭ :GroupBy ﺎﻫﺍﺪﻧﺎﭘ
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 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
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
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
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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
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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
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
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
؟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
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