Pytest ﺎﺑ ﻥﻮﺘﯾﺎﭘ ﺪﮐ ﺪﺣﺍﻭ ﺶﯾﺎﻣﺯﺁ ﯼﺍﺮﺑ ﯼﺪﺘﺒﻣ ﯼﺎﻤﻨﻫﺍﺭ

.ﺖﺳﺍ ﻝﺎﮑﺷﺍ ﺯﺍ ﯼﺭﺎﻋ ﻭ ﺩﺎﻤﺘﻋﺍ ﻞﺑﺎﻗ ﺎﻤﺷ ﺪﮐ ﻪﮐ ﺪﯿﻨﮐ ﻞﺻﺎﺣ ﻥﺎﻨﯿﻤﻃﺍ ﻭ ﺪﯿﺴﯾﻮﻨﺑ ﻥﻮﺘﯾﺎﭘ

"؟ﺪﻫﺩ ﯽﻣ ﻡﺎﺠﻧﺍ ﺍﺭ ﯼﺭﺎﮐ ﺪﮐ ﻪﻌﻄﻗ ﻦﯾﺍ ﺎﯾﺁ" ، ﺪﯿﺳﺮﭙﺑ ﻭ ﺪﯿﻨﮐ ﯽﯾﺎﻤﻨﮔﺭﺰﺑ ﺩﻮﺧ ﺪﮐ ﮏﭼﻮﮐ

:ﺩﺍﺩ ﻢﯿﻫﺍﻮﺧ ﻡﺎﺠﻧﺍ ﺍﺭ ﺮﯾﺯ ﺩﺭﺍﻮﻣ ،ﺵﺯﻮﻣﺁ ﻦﯾﺍ ﺭﺩ .ﺪﯿﻨﮐ ﺡﻼﺻﺍ ﺍﺭ ﻥﺁ ،ﺪﯾﺪﺟ ﺕﻼﮑﺸﻣ ﺩﺎﺠﯾ

ﻪﺘﺷﺭ ﯼﺭﺎﮑﺘﺳﺩ ﯼﺍﺮﺑ ﺮﻨﯾﻻ ﮏﯾ ﺪﯿﻔﻣ ﻥﻮﺘﯾﺎﭘ 15

.ﺪﻨﮐ ﯽﻣ ﺰﯿﻧ ﻩﺪﻨﻨﮐ ﻡﺮﮔﺮﺳ ﻪﮑﻠﺑ ،ﺪﻣﺁﺭﺎﮐ ﺎﻬﻨﺗ ﻪﻧ ﺍﺭ ﺎﻫ ﻪﺘﺷﺭ ﯼﺭﺎﮑﺘﺳﺩ ﻪﮐ ﺩﺮﮐ ﻢﯿﻫﺍﻮﺧ

.ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ ﻥﻮﺘﯾﺎﭘ ﻂﺧ ﮏﯾ ﺎﺑ ﺎﻬﻨﺗ ﺍﺭ ﺎﻫ ﻪﺘﺷﺭ ﯼﺭﺎﮑﺘﺳﺩ ﺯﺍ ﯽﻤﮐ ﺭﺍﺪﻘﻣ ﺪﯿﻧﺍﻮﺗ ﯽﻣ ﺎﻤﺷ

.ﺩﺮﮐ ﻢﯿﻫﺍﻮﺧ ﺪﮐ ﺮﯿﺴﻣ ﻝﻮﻃ ﺭﺩ ﺍﺭ ﺶﯿﻧ ﻩﺯﺍﺪﻧﺍ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ، ﺎﻫ ﺕﻮﺼﻣ ﯽﻨﯾﺰﮕﯾﺎﺟ ﺎﺗ ﻪﺘﻓﺮﮔ

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ﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﯼﺍﺮﺑ ﺍﺪﻧﺎﭘ ﯼﺭﻭﺮﺿ ﻥﺎﻣﺮﻓ 10

.ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﺪﻣﺁﺭﺎﮐ ﺭﻮﻃ ﻪﺑ ﺎﻫ ﻩﺩﺍﺩ ﻪﯿﻬﺗ ﻭ ﻥﺩﺮﮐ ﺰﯿﻤﺗ ﯼﺍﺮﺑ ﺍﺭ ﯼﺪﺘﺒﻣ ﻦﯾﺍ

.ﺪﯾﺩ ﻢﯿﻫﺍﻮﺧ ﺪﯿﻧﺍﺪﺑ ﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﺶﯿﭘ ﺭﺎﮐ ﺮﻫ ﯼﺍﺮﺑ ﺪﯾﺎﺑ ﻪﮐ ﯽﺳﺎﺳﺍ ﺕﺍﺭﻮ

.ﻢﯿﻨﮐ ﺎﻨﺷﺁ ﻢﻬﻣ ﻢﯿﻫﺎﻔﻣ ﺯﺍ ﯽﺧﺮﺑ ﺎﺑ ﺍﺭ ﺎﻤﺷ ﺎﺗ ﻢﯿﻨﮐ ﯽﻣ ﺰﯿﻤﺗ ﺍﺭ ﻥﺁ ﺎﻫﺍﺪﻧﺎﭘ ﺯﺍ ﻩﺩﺎﻔﺘ

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ﺎﻫ ﻩﺩﺍﺩ ﺖﯿﻔﯿﮐ ﻊﯾﺮﺳ ﯽﺳﺭﺮﺑ ﯼﺍﺮﺑ ﺮﻨﯾﻻ ﮏﺗ ﺍﺪﻧﺎﭘ 10

.ﺪﯾﺁ ﯽﻣ ﻥﺎﺗﺭﺎﮐ ﻪﺑ ﻪﮐ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﺮﻨﯾﻻ ﮏﯾ ﺍﺪﻧﺎﭘ 10 ﺎﺠﻨﯾﺍ ﺭﺩ ؟ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ ﺍﺭ ﺎﻫ ﻩﺩﺍ

.ﺩﻮﺷ ﻥﺎﺳﺁ ﺭﺎﯿﺴﺑ ، ﺾﻗﺎﻨﺘﻣ ﯼﺪﻨﺑ ﺐﻟﺎﻗ ﺎﯾ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫ ﻪﺨﺴﻧ ، ﻪﺘﻓﺭ ﺖﺳﺩ ﺯﺍ ﺮﯾﺩﺎﻘﻣ ﺪﻨﻧ

.ﻢﯿﻨﮐ ﻉﻭﺮﺷ ﺪﯿﯾﺎﯿﺑ .ﺪﻨﮐ ﮏﻤﮐ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫﺩﺭﻮﮐﺭ ﻭ ﺭﺎﮔﺯﺎﺳﺎﻧ ﯼﺎﻫ ﯼﺩﻭﺭﻭ ،ﻩﺩﻭﺪﺤﻣ ﺯﺍ ﺝﺭﺎ

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ﻥﻮﺘﯾﺎﭘ ﺎﺑ ﻩﺩﺍﺩ ﻝﺍﺪﺟ ﺮﺑ ﻂﻠﺴﺗ ﯼﺍﺮﺑ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ 5

.ﺪﻫﺩ ﯽﻣ ﺭﺍﺮﻗ ﺎﻤﺷ ﺭﺎﯿﺘﺧﺍ ﺭﺩ ﯽﻠﻣﺎﮐ ﺶﻧﺍﺩ ﻪﮐ ﺩﺭﺍﺩ ﺩﻮﺟﻭ ﻥﺎﮕﯾﺍﺭ ﻩﺭﻭﺩ ﺞﻨﭘ (ﻞﻗﺍﺪﺣ) ،ﺪﯿ

.ﺩﺮﯿﮔ ﯽﻣ ﺍﺭ ﻥﺎﻣﺯ ﺯﺍ ﯽﻬﺟﻮﺗ ﻞﺑﺎﻗ ﺶﺨﺑ ،ﻩﺩﺍﺩ ﻥﺎﺳﺪﻨﻬﻣ ﻭ ﻩﺩﺍﺩ ﻥﺍﺪﻨﻤﺸﻧﺍﺩ ،ﻩﺩﺍﺩ ﻥﺍﺮﮕﻠﯿ

.ﺖﺳﺍ NumPy ﻭ ﺎﻫﺍﺪﻧﺎﭘ ﺪﻨﻧﺎﻣ ،ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﯼﺎﻫﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﺮﯾﺬﭘﻑﺎﻄﻌﻧﺍ

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

.ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ() DataFrame.map ﺩﺮﮑﻠﻤﻋ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ ﯽﻠﻤﻋ ﯼﺎﻫ ﻪﻧﻮﻤﻧ ﺎﺑ ﺍﺭ ﺎﻬﻧﺁ ﻪﻧ

.ﺩﻮﺷ ﯽﻣ ﻪﺘﻔﮔ ﺍﺪﻧﺎﭘ ﺭﺩ DataFrame ﻥﺍﻮﻨﻋ ﻪﺑ ﯽﻟﻭﺪﺟ ﯼﺎﻫ ﻩﺩﺍﺩ ﻦﯾﺍ .ﺪﯿﻫﺩ ﻡﺎﺠﻧﺍ ، ﺩﻮﺷ

.ﺪﯿﻨﮐ ﻩﺩﺎﻔﺘﺳﺍ ﺎﻫﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ

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

.ﺖﺳﺍ 2025 ﻝﺎﺳ ﺭﺩ ﻥﻮﺘﯾﺎﭘ ﯼﺮﯿﮔﺩﺎﯾ ﻩﻮﺤﻧ ﺎﺠﻨﯾﺍ ﺭﺩ ، ﻢﻨﮐ ﻉﻭﺮﺷ ﺭﺎﮐ ﻦﯾﺍ ﺯﺍ ﻢﻧﺍﻮﺘﺑ ﺮﮔﺍ

.ﻢﻧﺍﺭﺬﮔ ﯽﻣ Hackerrank ﻭ Leetcode ﺭﺩ ﺕﻼﮑﺸﻣ ﻞﺣ ﯼﺍﺮﺑ ﺍﺭ ﻪﺘﻔﻫ ﺮﺧﺁ ﺮﻫ ﻭ ﻢﺘﺧﻮﻣﺁ ﺮﺘﺸﯿ

.ﻢﻨﮐ ﺰﮐﺮﻤﺗ ﻥﺎﻣﺰﻤﻫ ﺭﻮﻃ ﻪﺑ ﺎﻫﺰﯿﭼ ﯽﻠﯿﺧ ﯼﺮﯿﮔﺩﺎﯾ ﯼﻭﺭ (ﻡﺩﻮﺑ ﺭﻮﺒﺠﻣ ﻢﯿﯾﻮﮕﺑ ﺖﺳﺍ ﺮﺘﻬﺑ ﺎﯾ

.ﺩﺮﮐ ﻢﻫﺍﻮﺧ ﻝﺎﺒﻧﺩ ﻦﻣ ﻪﮐ ﺖﺳﺍ ﯽﻫﺍﺭ ﻪﺸﻘﻧ ﻪﻟﺎﻘﻣ ﻦﯾﺍ ﻭ .ﻡﺪﺷﯽﻣ ﮏﯾﺩﺰﻧ ﻥﺁ

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ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﺕﺎﺒﺳﺎﺤﻣ ﺲﯿﺋﻮﺳ ﺶﺗﺭﺍ ﯼﻮﻗﺎﭼ :ﯼﺭ ﺮﺑ ﯼﺍ ﻪﻣﺪﻘﻣ

.ﺪﻨﮐ ﯽﻣ ﻥﺎﺳﺁ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺪﻨﻧﺎﻣ ﯽﯾﺎﻫﺭﺎﮐ ﯼﺍﺮﺑ ﺍﺭ ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﺕﺎﺒﺳﺎ

.ﺩﺯﺍﺩﺮﭘﯽﻣ ﻥﺁ ﯼﺎﻫﺩﺮﺑﺭﺎﮐ ﻭ ﯼﺪﯿﻠﮐ ﯼﺎﻫﯽﮔﮋﯾﻭ ،Ray ﯽﺳﺭﺮﺑ ﻪﺑ ﻪﻟﺎﻘﻣ ﻦﯾﺍ .ﺖﺳﺍ

Ray ﯼﺪﯿﻠﮐ ﯼﺎﻫ ﯽﮔﮋﯾﻭ

Ray ﺖﺳﺍ ﻩﺪﺷ ﻩﺩﺭﻭﺁ

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

.ﺖﺳﺍ ﻩﺪﺸﻧ ﻩﺩﺎﻔﺘﺳﺍ ﺪﺣﺍﻭ ﺪﮐ ﻂﺧ ﮏﯾ ﺭﺩ ﮎﺮﺘﺸﻣ ﺵﺯﺍﺩﺮﭘ ﻭ ﯽﺴﯾﻮﻧ ﻪﻣﺎﻧﺮﺑ ﻒﯾﺎﻇﻭ ﻡﺎﺠﻧﺍ ﯼﺍﺮ

.ﺪﻨﻫﺩ ﺶﯾﺍﺰﻓﺍ ﯼﺮﯿﮕﻤﺸﭼ ﺭﻮﻃﻪﺑ ،ﺪﻨﺘﺴﻫ ﺯﺎﯿﻧ ﺩﺭﻮﻣ ﺍًﺭﺮﮑﻣ ﻪﮐ ﯼﺭﺍﺮﮑﺗ ﯼﺎﻫﺭﺎﮐ ﻭ ﺞﯾﺍﺭ

.ﻢﯾﻮﺷ ﻥﺁ ﺩﺭﺍﻭ ﺖﺳﺭﺩ ﺪﯿﯾﺎﯿﺑ

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ﮒﺭﺰﺑ ﯼﺎﻫ ﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﯼﺍﺮﺑ PySpark ﯼﺭﻭﺮﺿ ﺭﻮﺘﺳﺩ 10

.ﺪﯿﻨﮐ ﯽﺳﺭﺮﺑ ﺎﻫ ﻩﺩﺍﺩ ﻢﻠﻋ ﯼﺍﺮﺑ Python ﻭ Spark ﯼﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﺕﻮﻗ ﻁﺎﻘﻧ ﺐﯿﮐﺮﺗ ﺎﺑ ﺪﻣﺁ

PySpark ﯼﺮﯾﺬﭘ ﺱﺎﯿﻘﻣ ﻭ ،ﺎﻫ ﻪﻧﺎﺨﺑﺎﺘﮐ ﻭ ﻥﻮﺘﯾﺎﭘ ﻥﺎﺑﺯ ﯽﮔﺩﺎﺳ :ﺪﻨﮐ ﯽﻣ ﯽﮑﯾ ﺍﺭ ﻥﺎﻬﺟ ﻭﺩ

.ﺪﻨﮐﯽﻣ ﺖﺳﺮﻬﻓ ﻥﻮﺘﯾﺎﭘ ﯼﺎﻫﻩﮊﻭﺮﭘ ﺭﺩ ﮒﺭﺰﺑ ﯼﺎﻫﻩﺩﺍﺩ ﺵﺯﺍﺩﺮﭘ ﻪﻟﻮﻟ ﻁﻮﻄﺧ ﻥ

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