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ﺔﻠﺴﻠﺴﻠﻟ ﺖﻗﺆﻤﻟﺍ ﻥﺰﺨﻤﻟﺍ ﺢﺴﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻑﺮﺣﻷﺍ ﺔﻟﺎﺣ ﻞﻫﺎﺠﺗ ﻖﻳﺮﻃ ﻦﻋ ﻦﻴﺘﻠﺴﻠﺳ ﺔﻧﺭﺎﻘﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺳ ﻦﺋﺎﻛ ءﺎﺸﻧﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺴﻟﺍ ءﺎﻔﻴﺘﺳﺍ ﺢﻴﺿﻮﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
()__eq__ﻭ == ﺔﻠﺴﻠﺴﻟﺍ ﻞﻴﻐﺸﺗ ﺔﻘﻳﺮﻃ ﻦﻴﺑ ﺰﻴﻴﻤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺒﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺊﻓﺎﻜﻤﻟﺍ ﺩﻮﻜﻟﺍ ﺡﺮﺷ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ Python ﺞﻣﺎﻧﺮﺑ ﻲﻓ ﺓﺮﻛﺍﺬﻟﺍ ﺄﻄﺧ ﻮﻫ ﺎﻣ
؟ﺯﺎﻬﺠﻟﺍ ﻞﻴﻐﺸﺗ ﺓﺩﺎﻋﺇ ﺖﻤﺗ ﺍﺫﺇ ﻥﻮﺜﻳﺎﺒﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻑﺎﻨﺌﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺭﺍﺮﺤﻟﺍ ﺎﻜﻴﻣﺎﻨﻳﺪﻠﻟ ﻝﻭﻷﺍ ﻥﻮﻧﺎﻘﻟﺍ ﻞﺣ
ﻞﻴﻟﺪﻟﺍ ﻲﻓ ﻞﺋﻻﺪﻟﺍ ﺔﻓﺎﻛ ﺽﺮﻌﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
'N' ﺔﻳﻭﺎﺴﺘﻣ ءﺍﺰﺟﺃ ﻰﻟﺇ ﺔﻠﺴﻠﺳ ﻢﻴﺴﻘﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺴﻟ ﺔﻴﻋﺮﻔﻟﺍ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﺔﻓﺎﻛ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺎﻄﻌﻤﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﻑﺮﺣ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﺮﻬﻔﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﻑﺮﺣﺃ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺱﺮﻬﻓ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺴﻟﺍ ﻰﻠﻋ ﻞﻳﺪﺒﺘﻟﺍ ﻥﺎﻴﺑ ﺬﻴﻔﻨﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻯﺮﺧﺃ ﺔﻠﺴﻠﺳ ﻲﻓ ﺔﻠﺴﻠﺳ ﺝﺍﺭﺩﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺴﻟﺍ ﺔﻤﻴﻗ ﺐﺴﺣ ﺩﺍﺪﻌﺘﻟﺍ ﻦﻋ ﺚﺤﺒﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻒﻠﻤﻟﺍ ﻉﺎﻄﺘﻗﺍ ﻊﻣ ﺔﺑﺎﺘﻜﻟﺍﻭ ﺓءﺍﺮﻘﻟﺍ ﻊﺿﻭ ﻲﻓ ﻒﻠﻣ ﺢﺘﻔﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻒﻠﻤﻟﺍ ﻉﺎﻄﺘﻗﺍ ﻥﻭﺩ ﺔﺑﺎﺘﻜﻟﺍﻭ ﺓءﺍﺮﻘﻟﺍ ﻊﺿﻭ ﻲﻓ ﻒﻠﻣ ﺢﺘﻔﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﻌﻣ ﻑﺮﺤﺑ ﺔﻠﺴﻠﺴﻟﺍ ﺕﺎﻓﺎﺴﻣ ﻝﺍﺪﺒﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﺔﻘﻄﻨﻤﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ
Calorie Mama API ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﺔﻳﺬﻏﻷﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ - ﻡﺎﻣﻷﺍ ﻰﻟﺇ ﻞﻴﻐﺸﺘﻟﺍ ﺔﻘﻳﺮﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Datetime.date ﺔﺌﻔﻟ()fromtimestamp ﺔﻟﺍﺩ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻠﺑ Fun Fact Generator ﺐﻳﻮﻟﺍ ﻖﻴﺒﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ
BCrypt ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﻭﺮﻤﻟﺍ ﺕﺎﻤﻠﻛ ﺔﺋﺰﺠﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻘﻳﺮﻄﻟﺍ ﺯﻭﺎﺠﺗﻭ ﺔﻘﻳﺮﻄﻠﻟ ﺪﺋﺍﺰﻟﺍ ﻞﻴﻤﺤﺘﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Set vs List vs Tuple ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ NumPy ﻦﻴﺘﻓﻮﻔﺼﻤﻟ ﻢﻴﻜﺤﻟﺍ ﻞﺴﻠﺴﺘﻟﺍ ﺮﺼﻨﻋ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻤﻗﺮﻟﺍ ﻉﺍﻮﻧﻷﺍ ﺓﺎﻛﺎﺤﻣ
Python ﻲﻓ()format ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻳﻭﺎﺤﻟﺍ ﻖﻴﺴﻨﺗ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻗ ﻰﻟﺇ NumPy ﺔﻋﻮﻤﺠﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺎﻨﺛ ﺕﺎﻧﺎﻴﺑ ﻰﻟﺇ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺺﻧ ﻰﻟﺇ CSV ﺓﺪﻤﻋﺃ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ PDF ﻒﻠﻣ ﻰﻟﺇ CSV ﻒﻠﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Markdown ﻰﻟﺇ HTML ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻴﺑ ﻲﻓ JSON ﻰﻟﺇ DataFrame ﺍﺪﻧﺎﺒﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟PySpark DataFrame ﻰﻟﺇ ﺍﺪﻧﺎﺒﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ MySQL ﻝﻭﺪﺟ ﻲﻓ ﻑﻮﻔﺼﻟﺍ ﺩﺪﻋ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﻥﺍﺪﻌﻤﺸﻟﺍ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻊﻳﺮﺴﻟﺍ ﻞﻴﻐﺸﺘﻟﺍ ﺡﺎﺘﻔﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Salesforce ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﻢﺘﻳ ﻞﻫ
Matplotlib ﻲﻓ ﻊﻤﺠﻣ ﻲﻄﻳﺮﺷ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ
ﻥﻮﺜﻴﺑ ﻲﻓ Weatherstack API ﻡﺍﺪﺨﺘﺳﺎﺑ ﺲﻘﻄﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺇ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﺎﺠﻤﻟﺍ ﺮﻓﻮﺗ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ ﻢﻗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Excel ﻒﻠﻣ ﻰﻟﺇ CSV ﻒﻠﻣ ﻞﻳﻮﺤﺘﻟ ﺔﻴﻣﻮﺳﺭ ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ ﻢﻗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻏﺃ ﻦﻣ ﻲﻧﺎﻏﻷﺍ ﺕﺎﻤﻠﻛ ﺝﺍﺮﺨﺘﺳﻻ ﺔﻴﻣﻮﺳﺭ ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ ﻢﻗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﺎﺠﻤﻟﺍ ﻢﺳﻻ IP ﻥﺍﻮﻨﻋ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﺎﺠﻤﻟﺍ ﺕﺎﻣﻮﻠﻌﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ ﻢﻗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻕﻭﺮﺸﻟﺍﻭ ﺏﻭﺮﻐﻟﺍ ﺖﻗﻭ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ ﻢ
ﻥﻮﺜﻳﺎﺑ ﻒﻴﻠﻐﺗ - ﺮﻣﺍﻭﻷﺍ ﺮﻄﺴﻟ ﺔﻴﺼﻨﻟﺍ ﺞﻣﺍﺮﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺮﻣﺍﻭﻷﺍ ﺮﻄﺴﻟ ﻲﺼﻨﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ ﻡﺰﺣ ﺔﻴﻔﻴﻛ
OpenCVﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ RGBﻭ BGR ﻞﻳﻮﺤﺗ
OpenCV-Python ﻲﻓ ﻢﻴﻘﺘﺴﻣ ﻂﺨﺑ ﺓﺭﻮﺼﻟﺍ ﻰﻠﻋ ﺔﻘﺑﺎﺴﻟﺍ ﺔﻄﻘﻨﻟﺎﺑ ﺓﺪﻳﺪﺟ ﺔﻄﻘﻧ ﻞﻴﺻﻮﺘﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻣﺍﻭﻷﺍ ﺮﻄﺳ ﻒﻠﻣ ﻞﻳﺰﻨﺗ
Python Tkinter ﻲﻓ Combobox ﺓﺍﺩﺃ
Pythonﻭ OpenCV ﻲﻓ ﻥﺍﻮﻟﻷﺍ ﺕﺎﺣﺎﺴﻣ
OpenCVﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻲﻓ ﻥﻮﻠﻟﺍ ﺪﻳﺪﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ CLI ﺕﺎﻘﻴﺒﻄﺗ ﺮﺸﻧﻭ ﻡﺰﺣ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ SQLite ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻘﻟ ﺔﻴﻃﺎﻴﺘﺣﺍ ﺔﺨﺴﻧ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ pptx ﻲﻓ ﻪﻈﻔﺣﻭ ﻲﻄﻳﺮﺷ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻁﺎﺒﺗﺭﻻﺍ ﺔﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻲﻠﺗﻮﻠﺑ ﻲﻓ ﻲﻤﻛﺍﺮﺘﻟﺍ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pandas DataFrame ﻦﻣ ﻲﻧﺎﻴﺑ ﻢﺳﺭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﻦﻣ ﺔﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Zoom API ﻡﺍﺪﺨﺘﺳﺎﺑ ﻉﺎﻤﺘﺟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻓ ﻱﺮﺋﺍﺩ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻱﺭﻮﺤﻣ ﻝﻭﺪﺟ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻔﻴﻇﻮﻟﺍﻭ ﺓﺪﺣﻮﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﺔﻓﻮﻔﺼﻤﻠﻟ ﺮﺴﻳﻷﺍ ﺮﻄﻘﻟﺍ ﻉﻮﻤﺠﻣ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻠﻟ ﻦﻤﻳﻷﺍ ﺮﻄﻘﻟﺍ ﻉﻮﻤﺠﻣ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻰﻟﺇ ﺮﺻﺎﻨﻋ ﺔﻓﺎﺿﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍﻭ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﻔﺼﻧ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻢﻴﺴﻘﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺔﻴﻋﺮﻓ ﺔﻋﻮﻤﺠﻣ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﺘﻳﻭﺎﺴﺘﻣ ﻦﻴﺘﻋﻮﻤﺠﻣ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻋ ﻦﻋ ﺚﺤﺒﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺔﻴﻟﺎﺨﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻞﺻﺍﻮﻔﺑ ﺔﻟﻮﺼﻔﻣ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﻝﺍﺪﺒﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺮﻳﻭﺪﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﺘﻤﺋﺎﻗ ﻦﻴﺑ ﻞﺛﺎﻤﺘﻤﻟﺍ ﻕﺮﻔﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻓﺮﺣ ﺱﻮﻣﺎﻗ ﻊﻣ ﺱﻮﻣﺎﻗ ءﺎﺸﻧﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻰﻟﺇ ﺮﺻﺎﻨﻋ ﺔﻓﺎﺿﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻋ ﻦﻋ ﺚﺤﺒﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻋ ﺮﺒﻛﺃ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﺔﻴﻟﺎﺨﻟﺍ ﻢﻴﻘﻟﺍ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻄﺒﺗﺮﻣ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺮﺻﺎﻨﻋ ﺔﻓﺎﺿﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺪﺣﺍﻭ ﺭﺍﺮﻜﺗ ﻲﻓ ﺔﻄﺒﺗﺮﻣ ﺔﻤﺋﺎﻘﻟ ﻂﺳﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﺲﻜﻌﻟﺍﻭ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻄﺒﺗﺮﻣ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻘﻠﺣ ﻦﻋ ﻒﺸﻜﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻴﺋﺎﻨﺜﻟﺍ ﺓﺮﺠﺸﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﻴﻨﺑ ﺬﻴﻔﻨﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻞﻴﻜﺸﺘﻟﺍ ﺓﺩﺎﻋﺇ ﺐﻴﻟﺎﺳﻷ ﻞﻣﺎﻛ ﻞﻴﻟﺩ
؟ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺔﻗﺩ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻲﻠﺤﻤﻟﺍ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺝﺭﺪﺘﻣ ﻝﻭﺰﻧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
؟ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻠﻟ PACF ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
ﺝﺫﺎﻤﻨﻟﺍ ءﺎﻨﺑ ﻲﻓ ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻫ ﺔﻴﻤﻫﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺔﻗﺩﻭ ﺓﺭﺎﺴﺨﻟﺍ ﺮﻴﺴﻔﺗ
ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻲﻓ ﺕﻼﻣﺎﻌﻤﻟﺍ ﻰﻠﻋ ﺮﻴﺛﺄﺘﻟﺍ
.() Contourfﻭ() Meshgrid ﻕﺮﻃ ﻢﻬﻓ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻢﻴﺴﻘﺘﻟﺍﻭ ﺐﻳﺭﺪﺘﻟﺍ ﺮﻴﻳﺎﻌﻣ ﻢﻬﻓ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺰﻳﺎﺑ ﺔﻳﺮﻈﻧ ﻲﻫ ﺎﻣ
VC ﺩﺎﻌﺑﺃﻭ ﻁﺎﻘﻨﻟﺍ ﻦﻣ ﺔﻋﻮﻤﺠﻣ ﻢﻴﻄﺤﺗ ﻮﻫ ﺎﻣ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ VIN ﻢﻗﺭ ﻦﻣ ﺕﺎﻣﻮﻠﻌﻤﻟﺍ ﺝﺍﺮﺨﺘﺳﻻ ﺔﻴﻣﻮﺳﺭ ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺈﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ CSV ﻦﻣ SQLite ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ءﺎﺸﻧﺇ
ﻢﺋﺍﻮﻘﻟﺍ ﻦﻣ Pandas DataFrame ءﺎﺸﻧﺈﺑ ﻢﻗ
ﻪﻴﻛﻮﺒﻟﺍ ﻲﻓ ﻂﻴﺴﺑ ﺮﻳﺮﻤﺗ ﻂﻳﺮﺷ ءﺎﺸﻧﺇ
Python Bokeh ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻣﻮﺳﺭ ﻑﻭﺮﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺽﺭﺃ ﺔﻌﻄﻗ ءﺎﺸﻧﺈﺑ ﻢﻗ
Pyqt5 ﻡﺍﺪﺨﺘﺳﺎﺑ ﺍﺮﻴﻣﺎﻛ ﻖﻴﺒﻄﺗ ءﺎﺸﻧﺇ
Excel ﺕﺎﻔﻠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ Dataframe ءﺎﺸﻧﺇ
Python -NLTK ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻤﻀﻣ ﻲﺳﺎﺳﺃ ChatBot ءﺎﺸﻧﺇ
Python ﻲﻓ Pygame ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺍﺩﺍﺮﻟﺍ ﺢﺴﻤﻟ ﺔﻛﺮﺤﺘﻣ ﻡﻮﺳﺭ ءﺎﺸﻧﺇ
CSV ﺕﺎﻔﻠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ Dataframe ءﺎﺸﻧﺇ
Django ﻲﺳﺍﺭﺪﻟﺍ ﻞﺼﻔﻟﺍ ﻰﻠﻋ ﺪﻤﺘﻌﺗ ﺽﺮﻋ ﻕﺮﻃ ءﺎﺸﻧﺇ
ﻥﻮﺜﻴﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻲﻓ ﺐﻳﻮﻟﺍ ﺮﺼﻨﻋ ﻞﻴﻐﺸﺗ ﺔﻘﻳﺮﻃ ءﺎﺸﻧﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ XML ﺕﺍﺪﻨﺘﺴﻣ ءﺎﺸﻧﺇ
ﺔﻳﺭﺎﻤﻌﻤﻟﺍ ﺖﻴﺒﺜﺘﻟﺍ ﺕﺍﺰﻴﻣ :Ansible ﺝﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺚﻴﺳﺭﻮﻓ ﻥﻭﺍﺮﺑ ﺭﺎﺒﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ Chi-Square ﺓﺩﻮﺟ ﺭﺎﺒﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ F ﺭﺎﺒﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Grubbs ﺭﺎﺒﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﺭﺎﺒﺘﻋﻻﺍ ﻲﻓ ﺎﻬﻌﺿﻭ ﻚﻨﻜﻤﻳ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻥﻮﺛﺎﻛﺎﻫ ﺕﺎﻴﻟﺎﻌﻓ 7 ﻞﻀﻓﺃ
ﺔﻴﻟﺎﻤﻟﺍ ﻕﻮﺴﻟﺍ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺗ
Python Pandas ﻲﻓ ﺕﺎﻬﺠﺘﻤﻟﺍﻭ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﺭﻮﺼﺗ ﻲﻓ ﻊﻳﺯﻮﺘﻟﺍﻭ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺍﺮﻣﺍﺆﻤﻟﺍ
؟() residplotﻭ() lmplotﻭ() regplot ﻦﻴﺑ ﻕﺮﻔﻟﺍ
؟() swarmplotﻭ() stripplot ﻦﻴﺑ ﻕﺮﻔﻟﺍ ﻮﻫ ﺎﻣ
؟ﻱﺪﻴﻛ ﺓﺮﻣﺍﺆﻣ ﻭﺃ ﺔﻓﺎﺜﻜﻟﺍ ﺓﺮﻣﺍﺆﻣ ﻦﻣ ﺽﺮﻐﻟﺍ ﻮﻫ ﺎﻣ
؟() boxplot ﻦﻋ() violinplot ﻒﻠﺘﺨﻳ ﻒﻴﻛ
؟ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻲﻓ Pairplot ﻮﻫ ﺎﻣ
؟ﺔﻣﺪﺨﺘﺴﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻠﺤﺗ ﺕﺎﺒﺘﻜﻤﻟ ﺔﻔﻠﺘﺨﻤﻟﺍ ﻉﺍﻮﻧﻷﺍ ﻲﻫ ﺎﻣ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺒﻠﺴﻟﺍﻭ ﺔﻴﺑﺎﺠﻳﻹﺍ ﺕﺍﺮﺷﺆﻤﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﺮﺠﻟﺍ ﻰﻨﺤﻨﻣ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
؟Python-Plotly ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺳﺎﺳﺃ ﺮﺜﻌﺒﻣ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻘﻄﻨﻣ ﺔﻋﻮﻤﺠﻣ ﺮﺻﺎﻨﻋ ﺲﻜﻋ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻠﺧﺍﺪﺘﻣ ﺔﻤﺋﺎﻗ ﻝﻼﺧ ﻦﻣ ﺭﺍﺮﻜﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺻﺎﻨﻌﻟﺍ ﻊﻗﻮﻣ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
Pandas DataFrame ﻦﻣ ﻑﻮﻔﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
Drop Collection ﻲﻓ ﻞﻌﻔﻟﺎﺑ ﺓﺩﻮﺟﻮﻣ ﺖﻧﺎﻛ ﺍﺫﺇ MongoDB ﻡﺍﺪﺨﺘﺳﺎﺑ Python
ﺱﺮﻬﻔﻟﺍ ﻊﺿﺍﻮﻣ ﺐﺴﺣ ﻭﺃ ءﺎﻤﺳﻷﺍ ﺐﺴﺣ DataFrame ﻲﻓ ﺓﺪﻤﻋﻷﺍ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
PySpark DataFrame ﻲﻓ ﺓﺭﺮﻜﻤﻟﺍ ﻑﻮﻔﺼﻟﺍ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺔﻏﺭﺎﻔﻟﺍ ﺓﺪﻤﻋﻷﺍ ﻁﺎﻘﺳﺇ
PySpark DataFrame ﻦﻣ ﺓﺪﻤﻋﺃ ﺓﺪﻋ ﻭﺃ ﺪﺣﺍﻭ ﺩﻮﻤﻋ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
pyspark ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻲﻓ ﺓﺩﺪﺤﻣ ﺔﻤﻴﻗ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﻲﺘﻟﺍ ﻑﻮﻔﺼﻟﺍ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
ﺓﺪﻤﻋﻷﺍ ﻲﻓ NaN ﻭﺃ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺕﺍﺫ Pandas ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻦﻣ ﻑﻮﻔﺼﻟﺍ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
ﺩﻮﻤﻋ ﻰﻠﻋ ﻖﺒﻄﻣ ﻦﻴﻌﻣ ﻁﺮﺷ ﻰﻠﻋ ءًﺎﻨﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﺎﻃﺇ ﻦﻣ ﻑﻮﻔﺼﻟﺍ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
ﻁﺮﺸﻟﺍ ﻊﻣ PySpark DataFrame ﻲﻓ ﻑﻮﻔﺼﻟﺍ ﻁﺎﻘﺳﺈﺑ ﻢﻗ
ﻦﻴﻔﻴﻔﺻ ﻱﻭﺎﺴﺗ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻛﺮﺘﺸﻤﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺮﺻﺎﻨﻋ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
__closure__ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺤﺴﻟﺍ ﺔﻟﺍﺪﻟﺍ
__file__ (ﺹﺎﺧ ﺮﻴﻐﺘﻣ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ
؟ﻡﺎﻤﺘﻫﻼﻟ ﺓﺮﻴﺜﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺍﺮﺑ ﺾﻌﺑ ﻲﻫ ﺎﻣ
؟ﺔﻣﺪﻘﺘﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺑ ﻢﻠﻌﺘﻟ ﺔﻣﺯﻼﻟﺍ ﺩﺭﺍﻮﻤﻟﺍ ﻲﻫ ﺎﻣ
؟ﺔﻴﻔﺨﻤﻟﺍ ﻑﻮﻛﺭﺎﻣ ﺝﺫﺎﻤﻨﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻞﻀﻓﺃ ﻲﻫ ﺎﻣ
ﺔﻓﻮﻔﺼﻤﻠﻟ ﺔﻳﺩﻭﺪﺤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟Python ﻡﺃ DevOps: Ruby ﻲﻓ ﺎﻣًﺍﺪﺨﺘﺳﺍ ﺮﺜﻛﻷﺍ ﻮﻫ ﺎﻣ
ﺔﻤﺋﺎﻗ/ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺮﺼﻨﻌﻟﺍ ﺕﺍﺪﺟﺍﻮﺗ ﺔﻓﺎﻛ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﺖﺒﻳﺮﻜﺳ ﺎﻓﺎﺟ ﻡﺃ ﻥﻮﺜﻳﺎﺑ :ﺏﺎﻌﻟﻷﺍ ﺮﻳﻮﻄﺘﻟ ﻞﻀﻓﺃ ﺎﻤﻬﻳﺃ
ﺔﻓﻮﻔﺼﻣ ﻦﻣ ﺓﺭﺮﻜﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﻝﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻣ ﻦﻣ ﺮﻴﺧﻷﺍ ﺮﺼﻨﻌﻟﺍ ﺔﻟﺍﺯﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺮﺼﻨﻋ ﻦﻋ ﺚﺤﺒﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺪﻤﻋﻷﺍ ﺮﺒﻋ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺯﺮﻔﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﺮﺻﺎﻨﻋ ﺮﻳﻭﺪﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
PySpark ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﻞﻣﺎﻜﻟﺍ ﻲﺟﺭﺎﺨﻟﺍ ﻡﺎﻤﻀﻧﻻﺍ
__getitem__ ﻭ __setitem__ ﻥﻮﺜﻳﺎﺑ ﻲﻓ
__subclasscheck__ ﻭ __subclasshook__ ﻥﻮﺜﻳﺎﺑ ﻲﻓ
{{form.as_p }} – ﺓﺮﻘﻔﻛ ﻮﻐﻧﺎﺟ ﺝﺫﺎﻤﻧ ﺽﺮﻋ
ﻦﻴﻌﻣ ﺩﺪﻌﻟ ﻒﻋﺎﻀﻣ ﻮﻫ ﻱﺬﻟﺍ ﻢﻗﺮﻟﺍ ﻊﺿﻮﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﺤﻤﻟﺍ Excel ﺔﻗﺭﻭ ﻲﻓ ﺓﺭﺎﺴﺨﻟﺍﻭ ﺢﺑﺮﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﺤﻤﻟﺍ Excel ﺔﻗﺭﻭ ﻲﻓ ﺓﺭﺎﺴﺨﻟﺍﻭ ﺢﺑﺮﻟﺍ ﺔﺒﺴﻧ ﻦﻋ ﺚﺤﺑﺍ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﻭﺪﺤﻟﺍ ﺕﺍﺮﻴﺜﻛ ﺭﻭﺬﺟ ﺪﺟﻭﺃ
BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻣﻼﻌﻟﺍ ءﺎﻘﺷﺃ ﻦﻋ ﺚﺤﺑﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻛﺮﺤﺘﻣ ﻡﻮﺳﺭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﻥﺍﻮﻟﺃ ﺓﺪﻌﺑ ﺮﺜﻌﺒﻣ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻴﺑ ﻲﻓ Seaborn ﻁﺎﺒﺗﺭﻻﺍ ﺓﺭﺍﺮﺣ ﺔﻄﻳﺮﺧ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pandas Dataframe ﻲﻓ TSV ﻒﻠﻣ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
؟Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﺓﺪﻤﻋﻷﺍ ءﺎﻤﺳﺃ ﺮﻴﻐﺼﺗ ﺔﻴﻔﻴﻛ
؟() loadtxtﻭ() savetxt ﻒﺋﺎﻇﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ 3D Numpy Array ﻒﻠﻣ ﻆﻔﺣﻭ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
؟seaborn ﻲﻓ ﺚﻠﺜﻤﻟﺍ ﺕﺎﻗﻼﻌﻟ ﺔﻳﺭﺍﺮﺣ ﺔﻄﻳﺮﺧ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Plotly ﻡﺍﺪﺨﺘﺳﺎﺑ Ternary ﺐﻛﺍﺮﺗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻮﻐﻧﺎﺟ ﻲﻓ ﺓﺩﺮﺠﻣ ﺔﻴﺟﺫﻮﻤﻧ ﺔﺌﻓ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ AGE Calculator PyWebIO ﺐﻳﻭ ﻖﻴﺒﻄﺗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pandas ﻲﻓ ﻪﺑ ﺓﺪﻤﻋﺃﻭ ﻑﻮﻔﺻ ﻕﺎﺤﻟﺇﻭ ﻍﺭﺎﻓ DataFrame ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pygame ﻡﺍﺪﺨﺘﺳﺎﺑ ﺺﻧ ﻝﺎﺧﺩﺇ ﻊﺑﺮﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﺔﻠﻣﺎﻛﻭ ﺔﻏﺭﺎﻓ NumPy ﺔﻋﻮﻤﺠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﻍﺭﺎﻓ ﻞﻜﺷ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Python3ﻭ Python2 ﻦﻣ ﻞﻛ ﻰﻠﻋ ﻞﻤﻌﻳ ﻱﺬﻟﺍ Metaclass ـﻟ ﻞﻴﺜﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟kivymd-Python ﻲﻓ ﺔﺘﻓﻻ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﺭﻮﺒﻴﺳ ﻲﻓ ﺔﻘﻄﻨﻣ ﻂﻄﺨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﺔﻏﺭﺎﻓ PyGame ﺓﺬﻓﺎﻧ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻮﻐﻧﺎﺟ ﻲﻓ ﺕﺍﺭﺎﺷﻹﺍ ﻡﺍﺪﺨﺘﺳﺍﻭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻙﺮﺤﺘﻣ ﻡﺍﺮﺟﻮﻴﺘﻴﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ dataframe ﻦﻣ ﻑﻮﻔﺼﻟﺍ ﻊﻴﻤﺟ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Boxplot ﻰﻠﻋ ﺺﻨﻟﺍ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻣ ﺔﻨﺴﻟ ﻉﻮﺒﺳﻷﺍ ﻡﺎﻳﺃ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟Altair Python ﻲﻓ Jitter ﻊﻣ Stripplot ﻞﻌﺟ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻴﺑ ﻲﻓ ﻡﻮﺳﺮﻣ ﻞﻜﺷ ﻰﻠﻋ ﺎﻳًﻭﺪﻳ ﺡﺎﻀﻳﻹﺍ ﺔﻠﻴﺳﻭ ﻂﺧ ﻢﺠﺣﻭ ﺡﺎﻀﻳﻹﺍ ﺔﻠﻴﺳﻭ ﻥﻮﻟ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴ
؟Matplotlib ﻞﻜﺷ ﻰﻠﻋ ﻥﺍﻮﻟﺃ ﻊﺑﺮﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻳًﻭﺪﻳ ﺡﺎﻀﻳﺇ ﺔﻠﻴﺳﻭ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟R ﻡﺃ Python ﻡﺃ ++C :ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻢﻠﻌﺘﻟ ﻞﻀﻓﻷﺍ ﻮﻫ ﺎﻣ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻂﻘﻓ ﺔﻏﺭﺎﻔﻟﺍ ﺕﺍﺪﻠﺠﻤﻟﺍ ﻑﺬﺣ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻁﺎﻘﻧ ﻊﻣ ﻥﺎﻤﻜﻟﺍ ﻞﻌﺟ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ CSV ﻒﻠﻣ ﻲﻓ ﻂﻘﻓ ﺪﺣﺍﻭ ﻒﺻ ﻑﺬﺣ ﺔﻴﻔﻴﻛ
؟Pandas ﺔﻠﺴﻠﺳ ﻲﻓ ﺍﺭًﺍﺮﻜﺗ ﺮﺜﻛﻷﺍ ﺔﻤﻴﻘﻟﺍ ﺽﺮﻋ ﻢﺘﻳ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﺔﻏﺭﺎﻔﻟﺍ ﺮﻴﻏ ﺓﺪﻤﻋﻷﺍﻭ ﻑﻮﻔﺼﻟﺍ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﺑﺎﺛ ءﺎﺸﻧﺈﺑ ﻡﻮﻗﺃ ﻒﻴﻛ
ﻑﻮﻔﺼﻟﺍ ﺮﺒﻋ ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﺮﺻﺎﻨﻋ ﻝﺩﺎﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺪﻤﻋﻷﺍ ﺮﺒﻋ ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﺮﺻﺎﻨﻋ ﻝﺩﺎﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻘًﺒﺴﻣ ﺓﺩﺪﺤﻣ ﻕﺮﻃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺭﺎﻄﻗﺃ ﻞﻳﺪﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺎﻌﺑﻷﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻓﻮﻔﺼﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﺘﻓﻮﻔﺼﻣ ﺔﻓﺎﺿﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺎﻌﺑﻷﺍ ﺓﺩﺪﻌﺘﻣ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺏﺮﻀﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻨﻴﻌﻣ ﺔﻓﻮﻔﺼﻤﻟ ﻱﺩﺎﻌﻟﺍﻭ ﻊﺒﺘﺘﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻟﺍﺩ ﻰﻟﺇ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺮﻳﺮﻤﺗ ﻖﻳﺮﻃ ﻦﻋ ﻦﻴﺘﻓﻮﻔﺼﻣ ﺏﺮﻀﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻒﻴﻔﺻ ﻲﻓ ﺮﺼﻨﻋ ﻦﻋ ﺭﺮﻜﺘﻣ ﻞﻜﺸﺑ ﻲﻄﺨﻟﺍ ﺚﺤﺒﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻴﻠﻌﻟﺍ ﺔﻴﺜﻠﺜﻤﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺽﺮﻌﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻗﺮﻔﺘﻣ ﺔﻓﻮﻔﺼﻣ ﺓﺎﻄﻌﻤﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻣ ﺪﻳﺪﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﺘﻓﻮﻔﺼﻣ ﻲﻓ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺩﺎﺠﻳﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻣ ﺮﺒﻋ ﺭﺍﺮﻜﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺮﺼﻨﻋ ﻕﺎﺤﻟﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺪﺤﻣ ﻑﺮﺤﺑ ﺮﺻﺎﻨﻌﻟﺍ ﻂﺑﺭﻭ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻯﺮﺧﺃ ﺔﻋﻮﻤﺠﻣ ﻰﻟﺇ ﺔﻋﻮﻤﺠﻣ ﻊﻓﺪﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺕﺍﺮﺷﺆﻤﻟﺍ ﻦﻣ ﺩﺪﺤﻣ ﻕﺎﻄﻧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﻮﻔﺼﻣ ﻦﻣ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ Python ﺞﻣ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﻝﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﻤﺠﻟﺍ ﻲﻓ ﺔﻤﻠﻛ ﺮﻐﺻﺃ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ ﻞﻴﻟﺩ - ﻮﻐﻧﺎﺟ ﻲﻓ ﺔﻴﻋﺎﻤﺘﺟﻻﺍ ﻝﻮﺧﺪﻟﺍ ﺕﻼﻴﺠﺴﺗ + ﻲﻧﻭﺮﺘﻜﻟﻹﺍ ﺪﻳﺮﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ NRC ﻢﺠﻌﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻋﺎﺸﻤﻟﺍ ﻒﻴﻨﺼﺗ
PySpark ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻦﻣ ﺩﺪﺤﻣ ﻒﺻ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ Beautifulsoup ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻣﻼﻌﻟﺍ ﻢﺳﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
Pandas - Python ﻲﻓ ﺩﻮﻤﻌﻟﺍ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻉﻮﻧ ﻰﻠﻋ ﻞﺼﺣﺍ
ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺪﻋﻮﻣ ﻦﻣ ﻡﻮﻴﻟﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Excel ﺔﻗﺭﻭ ﺔﺘﻤﺗﺃ ﺔﻴﻔﻴﻛ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻣ ﻦﻴﻌﻣ ﺩﺪﻋ ﺮﺧﺁ ﺔﻟﺍﺯﻹ Python ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻣ ﻦﻴﻌﻣ ﺩﺪﻋ ﻝﻭﺃ ﺔﻟﺍﺯﻹ Python ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﺮﻴﺧﻷﺍ ﺮﺼﻨﻌﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻣ ﻦﻴﻌﻣ ﺩﺪﻋ ﻝﻭﺃ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻣ ﻦﻴﻌﻣ ﺩﺪﻋ ﺮﺧﺁ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﻦﻴﺘﻓﻮﻔﺼﻣ ﻦﻣ ﺓﺰﻴﻤﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
1D ﺔﺤﻄﺴﻤﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺪﺤﻤﻟﺍ ﺱﺮﻬﻔﻟﺍ ﻲﻓ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺮﺼﻨﻋ ﺝﺍﺭﺩﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺪﺤﻤﻟﺍ ﺱﺮﻬﻔﻟﺍ ﻦﻣ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺮﺻﺎﻨﻋ ﺝﺍﺭﺩﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺩﺪﺤﻤﻟﺍ ﺮﺼﻨﻌﻠﻟ ﻝﻭﻷﺍ ﺪﺟﺍﻮﺘﻟﺍ ﺱﺮﻬﻓ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﻞﻣﺍﻮﻋ ﻩﺎﻳﺎﻨﺛ ﻲﻓ ﻞﻤﺤﻳ ﺔﻔﻴﻇﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺮﺻﺎﻨﻋ ﺲﻜﻌﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺦﻳﺭﺎﺗﻭ ﺖﻗﻭ ﺕﺎﻨﺋﺎﻛ ﻰﻟﺇ "ﻑﻭﺮﻌﻣ ﺮﻴﻏ ﻖﻴﺴﻨﺗ" ﻞﺳﻼﺳ ﻞﻳﻮﺤﺗ
Python ﻲﻓ ﺔﺌﻓﺎﻜﻣ ﺔﻄﻳﺮﺧ ﻰﻟﺇ ﺔﻠﺧﺍﺪﺘﻣ for ﺔﻘﻠﺣ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺎﺳﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ jpg ﻖﻴﺴﻨﺗ ﻰﻟﺇ ﺓﺭﻮﺻ ﻞﻳﻮﺤﺗ
Coden ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺮﺸﻌﻟﺍﻭ ﺔﻳﺮﺸﻋ ﺖﺴﻟﺍﻭ ﺔﻴﺋﺎﻨﺜﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻦﻴﺑ ﻞﻳﻮﺤﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Plotly ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺭﻮﺘﻨﻜﻟﺍ ﺕﺍﺮﻣﺍﺆﻤﻟﺍ
Matplotlib ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻑﺎﻔﻛ ﻂﻄﺨﻣ
ﺎﻬﻈﻔﺣﻭ ﺭﻮﺼﻟﺍ ﺓءﺍﺮﻘﻟ OpenCV Python ﺞﻣﺎﻧﺮﺑ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺍﺩﻮﺴﻟﺍ ﺔﻌﺒﻘﻟﺍﻭ ﺔﻳﻮﻠﻌﻟﺍ ﺔﻌﺒﻘﻟﺍ ﻞﻳﻮﺤﺗ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﻮﻨﻘﻟﺍ ﺞﻣﺩﻭ ﻢﻴﺴﻘﺗ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻏﺭﺎﻓ ﺓﺭﻮﺼﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻧﺍﻮﺠﻟﺍ ﻊﻄﻗ ﻥﻭﺩ ﺓﺭﻮﺼﻟﺍ ﺮﻳﻭﺪﺘﺑ ﻢﻗ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺍﺩﻮﺴﻟﺍﻭ ءﺎﻀﻴﺒﻟﺍ ﻁﺎﻘﻨﻟﺍ ﻑﺎﺸﺘﻛﺍ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﻭﺎﺴﺘﻣ ءﺍﺰﺟﺃ ﻰﻟﺇ ﺭﻮﺼﻟﺍ ﻢﻴﺴﻘﺗ
OpenCV Python ﻡﺪﺨﺘﺴﺗ ﻻ ﻡﺃ ﺔﺣﻮﺘﻔﻣ ﺍﺮﻴﻣﺎﻜﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
Pythonﻭ OpenCV ﻲﻓ ﺙﺍﺪﺣﻷﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻮﻳﺪﻴﻔﻟﺍ ﺝﺍﺮﺧﺇ ﻰﻠﻋ ﺔﺑﺎﺠﺘﺳﻻﺍ ﻕﻮﻓ ﺮﻘﻧﺍ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻮﻳﺪﻴﻔﻟﺍ ﻊﻃﺎﻘﻣ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﺽﺮﻋ
Python's OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻨﺋﺎﻜﻟﺍ ﺝﺮﺨﺘﺳﺍﻭ ﺎﻠًﻴﻄﺘﺴﻣ ﺎﻠًﻜﺷ ﻢﺳﺭﺍ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﺎﻔﺷ ﺎﻬﻠﻌﺟﻭ ءﺍﺩﻮﺴﻟﺍ ﺔﻴﻔﻠﺨﻟﺍ ﺔﻟﺍﺯﺇ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻟﺍ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺕﻼﻴﻄﺘﺴﻣ ﻢﺳﺭ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻟﺍ ﻰﻠﻋ ﻊﻃﺎﻘﺗ ﻢﺳﺭ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﻰﻄﺳﻮﻟﺍ ﻪﻄﻘﻨﻟﺍ ﻭﺫ ﺎﺜًﻠﺜﻣ ﻢﺳﺭﺍ
OpenCV Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻮﻳﺪﻴﻔﻟﺍ ﺓﺪﻣ ﻰﻠﻋ ﻞﺼﺣﺍ
OpenCVﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻠﻟ ﻲﺒﻠﺴﻟﺍ ﻞﻳﻮﺤﺘﻟﺍ
ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻟﺍ ﻞﻴﻠﺤﺘﻟ OpenCV Python ﺞﻣﺎﻧﺮﺑ
kivy ﻲﻓ ﺔﻛﺮﺤﺘﻤﻟﺍ ﺔﻤﺋﺎﻌﻟﺍ ﺔﻛﺮﺤﻟﺍ ﺭﺯ
؟Kivy - Python ﻲﻓ ﺔﺼﺼﺨﻣ ﻁﻮﻄﺧ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟kivy ﺔﻌﻄﻘﻟﺍ ﻲﻓ ﺐﺤﺴﻟﺍ ﻙﻮﻠﺳ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﻗﺭ ﻰﻟﺇ ﺔﺋﺩﺎﺒﻟﺍ ﺭﺎﻔﺻﻷﺍ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Kivy ﻲﻓ Matplotlib ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ Pandas ﻊﻣ ﺔﻠﺴﻠﺴﻟﺍ ﻭﺃ DataFrame ﻰﻟﺇ ﺔﻴﻔﺻﻮﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟PyGame ﻲﻓ ﺔﻛﺮﺤﺘﻣ ﺕﺎﺼﻨﻣ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Pygame ﻲﻓ ﻰﻘﻴﺳﻮﻤﻟﺍ ﻞﻴﻐﺸﺗ ﺔﻤﺋﺎﻗ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﺩﻮﺟﻮﻤﻟﺍ Pandas DataFrame ﻲﻓ ﺪﺣﺍﻭ ﻒﺻ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻓ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻰﻟﺇ ﺔﻓﺎﺤﻟﺍ ﻥﻮﻟ ﻭﺃ ﻲﻠﻴﺼﻔﺗ ﻂﻄﺨﻣ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Seaborn ﻊﻣ ﺔﻋﻮﻤﺠﻣ ﻞﻜﻟ ﺭﺍﺪﺤﻧﻻﺍ ﻂﺧ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ seaborn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺭﺍﺮﺤﻟﺍ ﺔﻄﻳﺮﺨﻟﺍ ﺔﻴﻠﺨﻟ ﺔﻴﺤﻴﺿﻮﺘﻟﺍ ﺕﺎﻘﻴﻠﻌﺘﻟﺍ ﻲﻓ ﺺﻧ ﺔ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺎﺳﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻟﺍ ﻰﻠﻋ ﺺﻧ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Excel ﻒﻠﻣ ﻰﻟﺇ ﻲﻨﻣﺰﻟﺍ ﻊﺑﺎﻄﻟﺍ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﺔﻴﻋﺮﻔﻟﺍ ﺕﺎﻄﻄﺨﻤﻟﺍ ﻰﻟﺇ ﻥﺍﻮﻨﻋ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﻰﻟﺇ ﻢﻴﻗ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﺭﻮﺤﻤﻟﺍ ﺕﺎﻴﻤﺴﺗ ﻊﺿﻮﻣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻥﺍﻮﻟﺃ ﻂﻳﺮﺷ ﻊﺿﻮﻣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ SQLite ﻝﻭﺪﺟ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻝﺯﻻﺰﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﻮﺼﺗﻭ ﻞﻴﻠﺤﺗ
Iris ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻊﻴﻤﺠﺘﻟﺍ ﻲﻨﻌﻳ-Kﻭ ﺭﺍﺮﻘﻟﺍ ﺓﺮﺠﺷ ﻞﻴﻠﺤﺗ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ Matplotlib ﻲﻓ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻂﻄﺨﻣ ﻰﻟﺇ ﺕﺎﻣﻼﻋ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
ﺓﺮﻴﻐﺻ ﻑﺮﺣﺃ ﻰﻟﺇ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺩﺪﺤﻤﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺔﻘﺣﻼﻟﺍ ﻑﺬﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
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ﺲﻴﻣﺃ ﻲﻓ ﻥﺎﻜﺳﻹﺍ ﺕﺎﻧﺎﻴﺑ ﻦﻣ ﺱﻭﺭﺩ :101 ﺕﺍﺰﻴﻤﻟﺍ ﺕﺎﻗﻼﻋ
ﺲﻴﻣﺃ ﻲﻓ ﻥﺎﻜﺳﻹﺍ ﻕﻮﺳ ﻲﻓ ﺕﺎﻴﺿﺮﻔﻟﺍ ءﺎﺸﻧﺇﻭ ﺭﻮﺼﺘﻠﻟ ﺔﻴﺟﻭﺰﻟﺍ ﺕﺍﺮﻣﺍﺆﻤﻟﺍ ﻥﺎﻘﺗﺇ
ﺲﻴﻣﺃ ﻲﻓ ﺕﺍﺭﺎﻘﻌﻟﺍ ﻕﻮﺳ ﺔﻘﺜﻟﺍ ﺕﺍﺮﺘﻓ ءﻲﻀﺗ ﻒﻴﻛ :ﺔﻴﺟﺎﺘﻨﺘﺳﺍ ﻯﺅﺭ
ﻥﺎﻜﺳﻺﻟ ﺰﻤﻳﺇ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺿﺮﻔﻟﺍ ﺭﺎﺒﺘﺧﺍ ﻲﻓ ﺹﻮﻐﻟﺍ :ﺕﺍﺭﺎﻘﻌﻟﺍ ﻲﻓ ﺕﺎﺿﺍﺮ
XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﻮﻘﻔﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻳﺪﺤﺗ ﻰﻠﻋ ﺐﻠﻐﺘﻟﺍ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻞﻴﻠﺤﺗ ﻲﻓ ءﺪﺒﻠﻟ ﺢﺋﺎﺼﻧ 5
ﻦﻛﺎﺴﻤﻟﺍ ﺭﺎﻌﺳﺄﺑ ﺆﺒﻨﺘﻠﻟ ﻲﻠﺴﻠﺴﺘﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﺩﺪﺤﻤﻟ ﻲﺠﻴﺗﺍﺮﺘﺳﻻﺍ ﻡﺍﺪﺨﺘﺳﻻﺍ
LlamaIndex ﻡﺍﺪﺨﺘﺳﺎﺑ ﻂﻴﺴﺑ RAG ﻖﻴﺒﻄﺗ ءﺎﻨﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻢﻴﻫﺎﻔﻣ ﻦﻋ ﺽﻮﻤﻐﻟﺍ ﻞﻳﺰﺗ ﺔﻴﻧﺎﺠﻣ ﺖﺳﺎﻛﺩﻮﺑ ﺕﺎﻔﻠﻣ 5
ﺎﻬﻣﺍﺪﺨﺘﺳﺍ ﺔﻟﻵﺍ ﻢﻠﻌﺗ ﻲﻓ ﺉﺪﺘﺒﻣ ﻞﻛ ﻰﻠﻋ ﺐﺠﻳ ﺔﻴﻧﺎﺠﻣ ﺕﺍﻭﺩﺃ
ﺔﻴﻤﻗﺮﻟﺍ ﺕﺎﻤﺴﻟﺍ ﻭﺫ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻲﻓ ﺔﻴﻟﺎﺜﻤﻟﺍ ﺔﻄﻘﻨﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ TensorFlowﻭ Scikit-Learn ﺔﻧﺭﺎﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺏﺎﺴﺘﺣﻻﺍ ﺕﺎﻴﻨﻘﺘﻟ ﻥﺭﺎﻘﻣ ﻞﻴﻟﺩ :ﺕﺍﻮﺠﻔﻟﺍ ﺪﺳ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻝﻮﺧﺪﻟﺍ ﻦﻴﺠﻣﺮﺒﻤﻠﻟ ﻦﻜﻤﻳ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺗﺍﺬﻟﺍ ﺔﺳﺍﺭﺪﻟﺍ ﻞﻴﻟﺩ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻝﻮﺧﺪﻟﺍ ﻦﻴﺠﻣﺮﺒﻤﻟﺍ ﻰﻠﻋ ﺐﺠﻳ
ﻚﻳﺪﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻠﻜﺸﻣ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺮﻴﻀﺤﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻲﻓ ﺔﻓﺮﻄﺘﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺞﺋﺎﺘﻧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺔﺳﺍﺭﺪﻟﺍ ﺔﻴﺗﺍﺫ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻳﺭﺎﺸﻣ 4
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻢﻠﻌﺗ ﺔﻴﻔﻴﻛ
ﺕﺎﻴﺿﺎﻳﺮﻟﺍ ﻲﻓ ﺍﺪًﻴﺟ ﻦﻛﺃ ﻢﻟ ﻮﻟ ﺍﺫﺎﻣ
ﺓﺭﺍﺪﺠﻟﺍ ﺃﺪﺒﻣ ﻮﻫ ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ءﺪﺒﻟﺍ ﺪﻨﻋ ﻥﻮﺠﻣﺮﺒﻤﻟﺍ ﺎﻬﺒﻜﺗﺮﻳ ءﺎﻄﺧﺃ 5
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺍﺭﻭﺩﻭ ﺐﺘﻛ ﻦﻣ ﺓﺩﺎﻔﺘﺳﺍ ﻰﺼﻗﺃ ﻖﻴﻘﺤﺗ ﺔﻴﻔﻴﻛ
ﻚﻳﺪﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻛﺎﺸﻣ ﻲﻓ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﻚﻴﻠﻋ ﺐﺠﻳ ﺍﺫﺎﻤﻟ
Weka ﻲﻓ ﻚﺑ ﺹﺎﺨﻟﺍ ﻝﻭﻷﺍ ﻒﻨﺼﻤﻟﺍ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺗ ﺪﻨﻋ ﺔﺤﻴﺤﺼﻟﺍ ﺭﺎﺒﺘﺧﻻﺍ ﺕﺍﺭﺎﻴﺧ ﺭﺎﻴﺘﺧﺍ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻰﻟﻭﻷﺍ ﻚﺘﺑﺮﺠﺗ ﺬﻴﻔﻨﺗﻭ ﻢﻴﻤﺼﺘﺑ ﻢﻗ
ﻚﻳﺪﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻠﻜﺸﻤﻟ ﺕﺎﻧﺎﻴﺒﻠﻟ ﺭﺬﻗﻭ ﻊﻳﺮﺳ ﻞﻴﻠﺤﺗ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﺝﺰﻤﻟﺍﻭ ﺔﺌﺒﻌﺘﻟﺍﻭ ﺰﻳﺰﻌﺘﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﻝﻼﺧ ﻦﻣ ﻞﻀﻓﺃ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻌﺑ ﻢﻗ
ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ءﺪﺒﻠﻟ ﺕﺍﻮﻄﺧ 4
ﺔﺌﻴﺳ ﺓﺮﻜﻓ ﺐﻳﺭﺪﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﺎﺒﺘﺧﺍ ﺪﻌﻳ ﺍﺫﺎﻤﻟ ﻭﺃ ،ﺯﻭﺎﺠﺘﻠﻟ ﻂﻴﺴﺑ ﺱﺪﺣ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻛﺎﺸﻣ ﻝﻼﺧ ﻦﻣ ﻞﻤﻌﻠﻟ ﺐﻟﺎﻗ
ﻪﺒﻨﺠﺗ ﺔﻴﻔﻴﻛﻭ ،ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ءﺪﺑ ﺪﻨﻋ ﻪﺘﺒﻜﺗﺭﺍ ﺄﻄﺧ ﺮﺒﻛﺃ
ﺐﻳﺭﺪﺘﻟﺍ ﺖﻗﻭ ﻞﻴﻠﻘﺗﻭ ﺔﻗﺪﻟﺍ ﻦﻴﺴﺤﺘﻟ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ
ﻮﻜﻨﻴﺴﻴﻠﺳ ﻦﻴﺘﻧﺎﺘﺴﻧﻮﻛ ﻊﻣ Mahout ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﺩﺎﺒﺘﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﻊﻴﻤﺠﺗ :ﻉﻭﺮﺸﻤﻟﺍ ﻰﻠﻋ ءﻮﻀﻟ
ﻁﺎﺒﺗﺭﻻﺍ ﺪﻋﺍﻮﻗ ﻢﻠﻌﺗ ﻊﻣ ﻕﻮﺴﻟﺍ ﺔﻠﺳ ﻞﻴﻠﺤﺗ
ﻑﻮﻜﻧﺎﻳ ﻢﻴﺗﺭﺃ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺙﺪﺤﻠﻟ ﺔﻴﺻﻮﺗ :ﻉﻭﺮﺸﻤﻟﺍ ﻰﻠﻋ ءﻮﻀﻟﺍ ﻂﻴﻠﺴﺗ
ﺎﻬﻣﺍﺪﺨﺘﺳﺍ ﻚﻨﻜﻤﻳ ﻲﺘﻟﺍ ءﺍﺩﻷﺍ ﺲﻴﻳﺎﻘﻣ ﻦﻣ ﺪﻳﺰﻤﻟﺍ :ﺔﻴﻓﺎﻛ ﺖﺴﻴﻟ ﻒﻴﻨﺼﺘﻟﺍ ﺔﻗﺩ
ﻲﻟﺮﻳﺮﺑ ﻞﻴﻓ :ﻲﻤﻟﺎﻋ ﺱﺭﺎﻤﻣ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺢﺋﺎﺼﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻢﻤﺼﻤﻛ ﺮﻴﻜﻔﺘﻠﻟ ﺕﺍﻮﻄﺧ 5
(3 ﻦﻣ 1 ءﺰﺠﻟﺍ) ﺕﺍﻮﻨﺳ ﺲﻤﺧ ﻥﻮﻀﻏ ﻲﻓ ﻱﺮﻜﺴﻟﺍ ﺽﺮﻣ ﺭﻮﻬﻇ ﻊﻗﻮﺗ :ﺔﻟﺎﺤﻟﺍ ﺔﺳﺍﺭﺩ
ﺔﻣﺪﺧ ﺔﺼﻨﻤﻛ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﻛﺬﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﻒﺸﺘﻛﺍ :BigML ﺔﻌﺟﺍﺮﻣ
ﻎﻨﻴﺳ ﻚﻧﺎﺷﺎﺷ ﻊﻣ ﻩﻮﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ :ﻉﻭﺮﺸﻤﻟﺍ ﻰﻠﻋ ءﻮﻀﻟﺍ ﻂﻴﻠﺴﺗ
(3 ﻦﻣ 2 ءﺰﺠﻟﺍ) ﺕﺍﻮﻨﺳ ﺲﻤﺧ ﻥﻮﻀﻏ ﻲﻓ ﻱﺮﻜﺴﻟﺍ ﺽﺮﻣ ﺭﻮﻬﻇ ﻊﻗﻮﺗ :ﺔﻟﺎﺤﻟﺍ ﺔﺳﺍﺭﺩ
ﺕﺍﺆﺒﻨﺘﻟﺎﺑ ﻢﻗﻭ ﻰﻟﻭﻷﺍ ﻚﺗﺍﺭﺍﺮﻗ ﺓﺮﺠﺷ ﺮﻳﻮﻄﺘﺑ ﻢﻗ :BigML ـﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
ﺍﺮﻴﻔﻴﻟﻭﺃ ﺍﺯﻮﺳ ﻱﺩ ﻥﺎﺗﺎﻧﻮﺟ ﻊﻣ ﺔﻴﺿﺍﺮﺘﻓﻻﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺔﻣﺪﻘﻣ
(3 ﻦﻣ 3 ءﺰﺠﻟﺍ) ﺕﺍﻮﻨﺳ ﺲﻤﺧ ﻥﻮﻀﻏ ﻲﻓ ﻱﺮﻜﺴﻟﺍ ﺽﺮﻣ ﺭﻮﻬﻇ ﻊﻗﻮﺗ :ﺔﻟﺎﺤﻟﺍ ﺔﺳﺍﺭﺩ
Bootstrapping ﺆﺒﻨﺘﻠﻟ ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ﻦﻋ ﻡﺩﺎﻗ ﺏﺎﺘﻛ :ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ
ﺕﺎﻧﺎﻴﺒﻟﺍ ءﺎﻤﻠﻋﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻮﻠﻠﺤﻣ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﻼﻴﻠﺤﺗ ﻞﻴﻟﺩ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻣ ﺃﺪﺒﺗ ﻒﻴﻛ
IPython ﺰﻳﺮﻴﺑ ﻭﺪﻧﺎﻧﺮﻓ ﻊﻣ ﺓﺪﺣﺍﻭ ﺓﺍﺩﺄﺑ ﺏﺎﺘﻛ ﻰﻟﺇ ﻑﻼﻐﻟﺍ ﻦﻣ
ﺩﻮﺳﻷﺍ ﻕﻭﺪﻨﺼﻟﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻱﺮﻐﻤﻟﺍ ﺦﻔﻟﺍ
ﻚﺑ ﺹﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻉﻭﺮﺸﻣ ﺓﺭﺍﺩﺇﻭ ﻂﻴﻄﺨﺗ ﺔﻴﻔﻴﻛ
ﻥﻭﺮﻳﺪﻤﻟﺍﻭ ﻥﻮﻳﺬﻴﻔﻨﺘﻟﺍ ءﺎﺳﺅﺮﻟﺍ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﻼﻴﻠﺤﺗ ﻞﻴﻟﺩ
ﻲﺳﺎﻴﻘﻟﺍ ﺩﺎﺼﺘﻗﻻﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺱﻭﺭﺩ
ﺔﻴﻣﻮﻤﻜﻟﺍ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺓﺰﻬﺟﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ
ﻦﻴﻴﻤﻳﺩﺎﻛﻷﺍﻭ ﻦﻴﺜﺣﺎﺒﻟﺍ ﺔﻌﺟﺍﺮﻣ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﻼﻴﻠﺤﺗ ﻞﻴﻟﺩ
ﺔﺒﺗﺮﻣ ﺕﺎﻧﺎﻴﺑ ﻰﻟﺇ ﺔﻳﻮﺿﻮﻔﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻳﻮﺤﺗ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺗﺍﺬﻟﺍ ﺔﺳﺍﺭﺪﻠﻟ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻖﻳﺮﻄﻟﺍ ﺔﻃﺭﺎﺧ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻑﺍﺪﻫﺃ ﻖﻴﻘﺤﺗ ﻦﻋ ﻚﻘﻴﻌﻳ ﻱﺬﻟﺍ ﺎﻣ
ﻚﻤﻬﺗ ﻲﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﻼﻜﺸﻣ ﻞﺣ ﻰﻠﻋ ﻞﻤﻋﺍ
scikit-learn ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺕﺎﻔﺻﻭ
ﺍﺪﻧﺎﺒﻟﺍ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻠﻟ ﺭﺬﻗﻭ ﻊﻳﺮﺳ ﻞﻴﻠﺤﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ءﺪﺒﻠﻟ ﺔﻴﻠﻤﻋ ﺢﺋﺎﺼﻧ
Screencasts ﺕﺎﻧﺎﻴﺒﻟﺍ ﻲﻣﺎﻐﻳﺭﻭﻷ ﺔﻌﺟﺍﺮﻣ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻌﻟ
Scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
Scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺱﺎﻴﻗ ﺓﺩﺎﻋﺇ
Scikit-Learn ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ
Scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﺕﺎﻤﻠﻌﻣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
ﺓﺎﻴﺤﻟﺍ ﺪﻴﻗ ﻰﻠﻋ ﺏﺎﻛﺮﻟﺍ ءﺎﻘﺒﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻟﺎﺣ ﺔﺳﺍﺭﺩ ﻦﻣ ﺔﻴﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺱﻭﺭﺩ
ﺭﺍﺮﻘﻟﺍ ﺭﺎﺠﺷﺃ ﻊﻣ R ﻲﻓ ﻲﻄﺨﻟﺍ ﺮﻴﻏ ﺭﺍﺪﺤﻧﻻﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺮﻴﺴﻔﺘﻟﺍ ﻞﺑﺎﻘﻣ ﺝﺫﻮﻤﻨﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺔﻗﺩ
ﺕﺎﻧﺎﻴﺒﻠﻟ ﺔﻘﺒﺴﻤﻟﺍ ﺔﺠﻟﺎﻌﻤﻟﺍ ﻝﻼﺧ ﻦﻣ ﺝﺫﻮﻤﻨﻟﺍ ﺔﻗﺩ ﻦﻴﺴﺤﺗ
ﻲﺴﻓﺎﻨﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺭﺎﻤﺤﻟﺍ ﺔﻠﻛﺭ ﺔﻴﻔﻴﻛ
ﺭﺍﺮﻤﺘﺳﺎﺑ ﺲﻓﺎﻨﺘﻟﺍ ﻝﻼﺧ ﻦﻣ Kaggle ﺪﻴﺳ
ﺭﺍﺮﻘﻟﺍ ﺭﺎﺠﺷﺃ ﻊﻣ R ﻲﻓ ﻲﻄﺨﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ
ﻡﺎﺤﻗﻹﺍ ﺔﻣﺰﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ R ﻲﻓ ﺝﺫﻮﻤﻨﻟﺍ ﺔﻗﺩ ﺮﻳﺪﻘﺗ ﺔﻴﻔﻴﻛ
R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻊﻣ ﺃﺪﺒﺗ ﻒﻴﻛ
ﺔﻴﻘﻴﺒﻄﺘﻟﺍ ﺔﻳﺆﺒﻨﺘﻟﺍ ﺔﺟﺬﻤﻨﻟﺍ ﺔﻌﺟﺍﺮﻣ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺬﻴﻔﻨﺗ ﺪﺋﺍﻮﻓ
ﺔﻴﻘﻴﺒﻄﺘﻟﺍ ﺔﻳﺆﺒﻨﺘﻟﺍ ﺔﺟﺬﻤﻨﻠﻟ Caret R ﺔﻣﺰﺣ
Caret R ﺔﻣﺰﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻂﺒﺿ
Caret R ﺔﻣﺰﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻀﻓﻷﺍ ﺮﺘﺧﺍﻭ ﺝﺫﺎﻤﻨﻟﺍ ﻥﺭﺎﻗ
ﺎﻬﻴﻓ ﻥﺎﻘﺗﻹﺍ ﺔﻴﻔﻴﻛﻭ ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻫ ﺔﻴﻔﻴﻛﻭ ،ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻫ ﻒﺸﺘﻛﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺭﺎﻴﺘﺧﻻ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻰﻠﻋ ﺪﻤﺘﻌﻳ ﺞﻬﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟ ﺱﺪﺤﻟﺍ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
Kaggle Master ﺔﻴﻠﻘﻋﻭ ﺔﻴﺠﻬﻨﻣ ﻒﺸﺘﻛﺍ :ﺔﻠﺑﺎﻘﻣ
ﺝﺎﺘﻧﻹﺍ ﺔﻟﺁ ﻢﻠﻌﺘﻟ ﺔﻴﺘﺤﺘﻟﺍ ﺔﻴﻨﺒﻟﺍ ءﺎﻨﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻡﺪﻘﺗ ﺯﺍﺮﺣﺇﻭ ءﺪﺒﻠﻟ ﺍﺭًﺎﻴﺧ 16
ﺎﻬﺘﻴﻤﻨﺗ ﻚﻴﻠﻋ ﺐﺠﻳ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﻻﺎﺠﻣ 5
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺔﺳﺍﺭﺩ ﺔﻴﻔﻴﻛ
ﻲﺴﻓﺎﻨﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻦﻣ ﺝﺫﻮﻤﻨﻟﺍ ﺭﺎﻴﺘﺧﻻ ﺢﺋﺎﺼﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻲﻓ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻙﻮﻠﺳ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺬﻴﻔﻨﺗ ﺪﻨﻋ ﺭﺪﺼﻤﻟﺍ ﺔﺣﻮﺘﻔﻣ ﺔﻴﺠﻣﺮﺑ ﺕﺎﻤﻴﻠﻌﺗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺃﺪﺒﺗ ﻻ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﻓﺪﻬﺘﺴﻣ ﻢﺋﺍﻮﻗ ءﺎﺸﻧﺇ ﻖﻳﺮﻃ ﻦﻋ ﺓﺮﻄﻴﺴﻟﺍ
ﺎﻬﺘﻴﻤﻫﺃ ﺐﺒﺳﻭ ﺔﻴﺳﺎﺳﻷﺍ ﺞﺋﺎﺘﻨﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻢﻟﺎﻌﺑ ﺎﺒًﺣﺮﻣ
ﻉﺮﺳﺃ ﻢﻠﻌﺗﻭ ﻞﻀﻓﺃ ﺞﺋﺎﺘﻧﻭ ﻡﻮﻬﻔﻤﻟﺍ ﻑﺍﺮﺠﻧﺍ :ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻮﺣ ﺔﺑﻮﺟﺃﻭ ﺔﻠﺌﺳﺃ
overfitting ﺖﻧﺃ ﺎﻤﺑﺭ ؟ﺕﺪﻘﺘﻋﺍ ﺎﻤﻛ ﺓﺪﻴﺟ ﻲﺠﺋﺎﺘﻧ ﺖﺴﻴﻟ ﺍﺫﺎﻤﻟ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﺔﻔﺜﻜﻣ ﺓﺭﻭﺩ
ﺪﺠﻟﺍ ﻞﻤﺤﻣ ﻰﻠﻋ ﺎﻫﺬﺧﺄﺗ ﻥﺃ ﻚﻴﻠﻋ ﺍﺫﺎﻤﻟﻭ ﺔﻤﻬﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺓﺭﺍﺩﺇ
ﺔﻴﻓﺎﺸﻜﺘﺳﻻﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻀﻓﺃ ﺞﺋﺎﺘﻧ ﻰﻠﻋ ﻞﺼﺣﺍﻭ ﻚﺘﻠﻜﺸﻣ ﻢﻬﻓﺍ
ROC ﺕﺎﻴﻨﺤﻨﻣ ﻊﻣ ﻒﻨﺼﻤﻟﺍ ءﺍﺩﺃ ﺔﻧﺭﺎﻘﻣﻭ ﻢﻴﻴﻘﺗ
ﺞﺋﺎﺘﻨﻟﺍ ﻖﻴﻘﺤﺗ ﻝﻼﺧ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻝﺎﺠﻣ ﻲﻓ ﻚﻣﻼﺣﺃ ﺔﻔﻴﻇﻭ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻤﻈﻧﺃ ءﺎﻨﺑ ﻦﻣ ﺓﺩﺎﻔﺘﺴﻤﻟﺍ ﺱﻭﺭﺪﻟﺍ
ﺰﻳﺎﺑ ﺝﺫﺎﺳ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻦﻣ ﺓﺩﺎﻔﺘﺳﺍ ﻰﺼﻗﺃ ﻖﻴﻘﺤﺘﻟ ﺔﺤﻴﺼﻧ 12 :ﺰﻳﺎﺑ ﺝﺫﺎﺳ ﻞﻀﻓﺃ
ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ 121 ﻰﻠﻋ ﺎﻔًﻨﺼﻣُ 179 ﺭﺎﺒﺘﺧﺍ :ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺔﺑﺎﻐﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﺕﻼﻄﻌﻠﻟ ﺔﻴﻠﻤﻌﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺐﺘﻛ
ﺔﻴﺗﺍﺬﻟﺍ ﺔﺳﺍﺭﺪﻟﺍ ﻂﻄﺨﻣ :ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺃﺪﺒﺗ ﻒﻴﻛ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻟﺎﻋ ﻞﺜﻣ ﺔﻠﻜﺸﻣ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﺒﺒﺴﻟﺍﻭ ﺔﻴﺋﺎﺼﺣﻹﺍ ﻕﺮﻄﻟﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻳﺭﺎﺸﻣ ﻲﻓ ﺔﻌﺋﺎﺸﻟﺍ ﺮﻃﺎﺨﻤﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻞﻴﻐﺸﺗ ءﺎﻨﺛﺃ ﻪﻠﻌﻓ ﺐﺠﻳ ﺎﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺎﻣًﺪﻘﺗ ﺯﺮﺣﺃﻭ ﺃﺪﺑﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻖﻴﺒﻄﺗ ﻞﺑﺎﻘﻣ ﻝﺍﻮﻣﺃ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻚﻳﺪﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻲﻓ ﺔﻧﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻝﻮﺼﻔﻟﺍ ﺔﺤﻓﺎﻜﻤﻟ ﺕﺎﻜﻴﺘﻜﺗ 8
UCI ﺔﻛﺮﺸﻟ ﻊﺑﺎﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻉﺩﻮﺘﺴﻣ ﻦﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺱ
(ﺕﺎﻴﺿﺎﻳﺮﻟﺍ ﻥﻭﺪﺑ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻬﻔﻟ ﻕﺮﻃ 5
Microsoft Azure ﻦﻣ ﺱﻭﺭﺩ :ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺭﺎﻴﺘﺧﺍ
ﺮﻔﺼﻟﺍ ﻦﻣ ﺎﻫﺬﻴﻔﻨﺗ ﻝﻼﺧ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻬﻓ
ﺏﺎﺘﻛ ﺔﻌﺟﺍﺮﻣ :ﺮﻔﺼﻟﺍ ﻦﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻋ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺱﺭﺎﻤﻣ ﻰﻟﺇ ﺔﻔﺴﻠﻔﻟﺍ ﺞﻳﺮﺧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ءﺪﺒﻠﻟ ﺓﺮﻴﻐﺼﻟﺍ ﻊﻳﺭﺎﺸﻤﻟﺍ ﺉﺪﺘﺒﻤﻟﺍ ﻡﺪﺨﺘﺳﺍ ﻒﻴﻛ :ﺔﻠﺑﺎﻘﻣ
ﻲﻘﻴﻘﺤﻟﺍ ﻢﻟﺎﻌﻟﺍ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻛﺎﺸﻣ ﻝﻮﺣ ﺔﻟﻮﺟ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻮﺣ ﺎﻬﺘﻓﺮﻌﻣ ﺐﺠﻳ ﺓﺪﻴﻔﻣ ءﺎﻴﺷﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﺳﺎﺳﻷﺍ ﻢﻴﻫﺎﻔﻤﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺍﻭﺩﺃ ﺪﻬﺸﻤﻟ ﺔﻄﻳﺮﺧ ﻢﺳﺭ
(ﺎﺋًﺪﺘﺒﻣ ﺖﻨﻛ ﻮﻟ ﻰﺘﺣ) ﺔﻋﺮﺴﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺍﺩﺃ ﻱﺃ ﻢﻬﻓ
ﺕﺎﻔﺻﻮﻟﺍ ﻊﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺍﺩﺃ ﻱﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻌًﻳﺮﺳ ﺃﺪﺑﺍ
ﺔﻓﺪﻬﺘﺴﻤﻟﺍ ﺓﺮﻴﻐﺼﻟﺍ ﻊﻳﺭﺎﺸﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺍﻭﺩﻷ ﻖﻴﻤﻋ ﻢﻬﻓ ءﺎﻨﺑ
ﻥﺎﻘﺗﻹﺍ ﺭﺎﻬﻇﺇﻭ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺍﻭﺩﺃ ﻊﻴﺳﻮﺗ
؟ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻖﺒﻄﻧ ﺍﺫﺎﻤﻟ
ﻢﻟﺎﻌﻤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﻝﻼﺧ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺃﺪﺑﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻞﻀﻓﻷ ﺕﺍﻮﻄﺧ 3 ﻦﻣ ﺔﻧﻮﻜﻣ ﺔﻄﻴﺴﺑ ﺔﻴﺠﻬﻨﻣ
(ﻦﻳﺭﻮﻄﻤﻠﻟ) R ﺔﻐﻟ ﻲﻓ ﺔﻳﺎﻐﻠﻟ ﺔﻌﻳﺮﺳ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ
ﺔﻴﻔﺻﻮﻟﺍ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ R ﻲﻓ ﻚﺗﺎﻧﺎﻴﺒﻟ ﻞﻀﻓﺃ ﻢﻬﻓ
(ﻡﻮﻴﻟﺍ ﺎﻬﻣﺍﺪﺨﺘﺳﺍ ﻚﻨﻜﻤﻳ ﺕﺎﻔﺻﻭ 10) ﺭﻮﺼﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ R ﻲﻓ ﻚﺗﺎﻧﺎﻴﺒﻟ ﻞﻀﻓﺃ ﻢﻬﻓ
R ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻝﻭﻷﺍ ﻚﻋﻭﺮﺸﻣ
(ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺕﺎﺑﺎﻐﻠﻟ ﺔﻟﺎﺣ ﺔﺳﺍﺭﺩ) R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻂﺒﺿ
R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻦﻣ ﺔﻋﻮﻤﺠﻣ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
R ﻰﻟﺇ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
(ﻥﻵﺍ ﺎﻬﻣﺍﺪﺨﺘﺳﺍ ﻚﻨﻜﻤﻳ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ 10) R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ
(ﻲﻟﺎﺘﻟﺍ ﻚﻋﻭﺮﺸﻣ ﻲﻓ ﺎﻬﺘﺑﺮﺠﺗ ﻚﻨﻜﻤﻳ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ) R ﻲﻓ ﻱﺭﻮﻔﻟﺍ ﺺﺤﻔﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯ
ﺔﻘﺒﺴﻤﻟﺍ ﺔﺠﻟﺎﻌﻤﻟﺍ ﻝﻼﺧ ﻦﻣ R ﺔﻐﻠﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻚﺗﺎﻧﺎﻴﺑ ﺰﻬِّﺟ
R ﻲﻓ ﻚﺑ ﺹﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻞﻤﻛﺃﻭ ﻆﻔﺣﺍ
R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ءﺍﺩﺃ ﻥﺭﺎﻗ
(ﺓﺪﺣﺍﻭ ﻉﻮﺒﺳﺃ ﺔﻳﺎﻬﻧ ﺔﻠﻄﻋ ﻲﻓ ﺞﺋﺎﺘﻨﻟﺍ ﻰﻠﻋ ﻞﺼﺣﺍ) R ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻣ ﺃﺪﺒﺗ ﻒﻴﻛ
ﻲﺳﺎﺳﺃ ﻒﻨﺼﻤﻛ ﻲﺋﺍﻮﺸﻌﻟﺍ ﻦﻴﻤﺨﺘﻟﺍ ﻡﺪﺨﺘﺴﺗ ﻻ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﻡﻮﻠﻋﻭ ءﺎﺼﺣﻹﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﺤﻠﻄﺼﻣ
(ﺕﺎﺟﺮﺨﻤﻟﺍ ﻰﻟﺇ ﺕﻼﺧﺪﻤﻟﺍ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ ﻢﻠﻌﺘﺗ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻞﻤﻌﺗ ﻒﻴﻛ
ﺔﻳﺮﺘﻣﺍﺭﺎﺒﻟﺍ ﺮﻴﻏﻭ ﺔﻳﺮﺘﻣﺍﺭﺎﺒﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ
ﺔﺑﺎﻗﺮﻠﻟ ﺔﻌﺿﺎﺨﻟﺍ ﺮﻴﻏﻭ ﻑﺍﺮﺷﻺﻟ ﺔﻌﺿﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻦﻳﺎﺒﺘﻟﺍﻭ ﺰﻴﺤﺘﻟﺍ ﺔﻠﺿﺎﻔﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻊﻣ ﺐﺳﺎﻨﺘﻟﺍ ﻡﺪﻋﻭ ﺰﻴﻬﺠﺘﻟﺍ ﻲﻓ ﻁﺍﺮﻓﻹﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻼﻟ ﻂﻴﺴﺑ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺝﺭﺪﺘﻤﻟﺍ ﺐﺴﻨﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻼﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺱﻭﺭﺩ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﻱﺰﻴﻴﻤﺘﻟﺍ ﻞﻴﻠﺤﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺭﺍﺪﺤﻧﻻﺍﻭ ﻒﻴﻨﺼﺘﻟﺍ ﺭﺎﺠﺷﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ Naive Bayes ﺞﻣﺎﻧﺮﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﻼﻗﺎﻧ ﻲﻤﻜﻟﺍ ﻢﻠﻌﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺕﺎﺑﺎﻐﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺕﺎﻴﻣﺯﺭﺍﻮﺧﻭ ﺔﺌﺒﻌﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻣﺯﺭﺍﻮﺧ ﻱﺃ ﻢﻬﻔﻟ ﺔﻠﺌﺳﺃ 6
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﺌﻴﺒﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻡﺎﻈﻧ
Theano ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻱﺭﻮﻄﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻔﺜﻜﻣ ﺓﺭﻭﺩ
scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
scikit-Learn ﺦﺒﻄﻟﺍ ﺏﺎﺘﻛ ﺔﻌﺟﺍﺮﻣ
Keras ﻊﻣ ﻖﻴﻤﻌﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻢﻠﻌﺗ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
(ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ) AWS EC2 ﺕﺎﻣﻮﺳﺮﻟﺍ ﺔﺠﻟﺎﻌﻣ ﺕﺍﺪﺣﻭ ﻰﻠﻋ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ Keras ﺝﺫﺎﻤﻧ ﺐﻳﺭﺪﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻔﺻﻮﻟﺍ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻢﻬﻓ
ﺍﺪﻧﺎﺒﻟﺍ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﻮﺼﺗ
ﺕﺎﻘﺒﻄﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻛﺍﺭﺩﻹﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻝﻮﺣ ﺔﻔﺜﻜﻣ ﺓﺭﻭﺩ
Scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻚﺗﺎﻧﺎﻴﺑ ﺮﻴﻀﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ
ﻞﻴﻜﺸﺘﻟﺍ ﺓﺩﺎﻋﺇ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ءﺍﺩﺃ ﻢﻴﻴﻘﺗ
ﺔﻴﻠﻜﻴﻬﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﺔﺑﺎﺘﻜﻟﺍ ﻦﻣ ﺓﺩﺎﻔﺘﺳﻻﺍ :ﻥﻮﺜﻳﺎﺑ ﺕﻻﻮﻛﻮﺗﻭﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺘﻟ ﺲﻴﻳﺎﻘﻣ
scikit-learn ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻱﺭﻮﻔﻟﺍ ﺺﺤﻔﻟﺍﻭ ﻒﻴﻨﺼﺘﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ
scikit-learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻱﺭﻮﻔﻟﺍ ﻖﻘﺤﺘﻟﺍﻭ ﺭﺍﺪﺤﻧﻼﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺭﺪﺼﻤﻟﺍ ﺡﻮﺘﻔﻣ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ ﻦﻣ ﺓﺩﺎﻔﺘﺳﻻﺍ :ﻪﺟﻮﻟﺍ ﺕﻻﻮﺤﻣ ﺔﻘﻧﺎﻌﻣ
Python ﻲﻓ Scikit-Learn ﻊﻣ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ Keras ﺝﺫﺎﻤﻧ ﻡﺪﺨﺘﺳﺍ
scikit-learn ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺔﻧﺭﺎﻘﻣ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ Keras ﺔﺒﺘﻜﻣ ﻊﻣ ﺕﺎﺌﻔﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺘﻠﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ
scikit-learn ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺔﻋﻮﻤﺠﻣ
Scikit-Learnﻭ Python ﻲﻓ ﺐﻴﺑﺎﻧﻷﺍ ﻁﻮﻄﺧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻤﻋ ﺮﻴﺳ ﺔﺘﻤﺗﺃ
scikit-learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻞﻴﻤﺤﺗﻭ ﻆﻔﺣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Keras Deep Learning ﺔﺒﺘﻜﻣ ﻊﻣ ﺭﺍﺪﺤﻧﻼﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ
Weka ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻚﻣﺪﻘﺗ ﻊﻳﺮﺴﺘﺑ ﻢﻗ
Weka Machine Learning Workbench ﺖﻴﺒﺜﺗﻭ ﻞﻳﺰﻨﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻰﻠﻋ ﺐﻳﺭﺪﺘﻟﺍ ﺦﻳﺭﺎﺗ ﺽﺮﻋ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ Weka ﻞﻤﻋ ﺓﺪﻀﻨﻣ ﻲﻓ ﺔﻟﻮﺟ
Weka ﻲﻓ CSV ﻖﻴﺴﻨﺘﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺔﻔﺜﻜﻣ ﺓﺭﻭﺩ
ﺱﺍﺮﻴﻛ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﻴﻟﺍ ﻂﺨﺑ ﺔﺑﻮﺘﻜﻤﻟﺍ ﻡﺎﻗﺭﻷﺍ
Weka ﻲﻓ ﺎﻬﺘﺳﺭﺎﻤﻣ ﻦﻜﻤﻳ ﻲﺘﻟﺍ ﺔﻴﺳﺎﻴﻘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ
Weka ﻲﻓ ﻞﻀﻓﺃ ﻞﻜﺸﺑ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻢﻬﻓ ﺔﻴﻔﻴﻛ
Keras ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺔﺒﺘﻜﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ CNN ﺕﺎﻜﺒﺷ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻨﺋﺎﻜﻟﺍ ﻒﻴﻨﺼﺗ
(ﺺﻨﻟﺍ ﻒﻴﻨﺼﺗ) ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﻼﻓﻷﺍ ﺕﺎﻌﺟﺍﺮﻣ ﻝﻼﺧ ﻦﻣ ﺮﻋﺎﺸﻤﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺪﻴﺣﻮﺗﻭ ﻊﻴﺒﻄﺗ ﺔﻴﻔﻴﻛ
ﺓﺮﻐﺼﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻲﻘﻴﺒﻄﺘﻟﺍ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺓﺭﻭﺩ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺔﻔﺜﻜﻣ ﺓﺭﻭﺩ
Weka ﻲﻓ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
Weka ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻲﻓ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ءﺍﺩﺃ ﺮﻳﺪﻘﺗ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
Weka ﻲﻓ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻨﻟ ﻲﺳﺎﺳﻷﺍ ءﺍﺩﻷﺍ ﺮﻳﺪﻘﺗ ﺔﻴﻔﻴﻛ
Keras ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ LSTM ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
Weka ﻲﻓ ﺭﺍﺪﺤﻧﻼﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﺔﻴﻔﻴﻨﺼﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Keras ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ LSTM ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻊﻣ ﻞﺴﻠﺴﺘﻟﺍ ﻒﻴﻨﺼﺗ
Weka ﻲﻓ ﺔﻋﻮﻤﺠﻤﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Keras ﻊﻣ ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻟﺎﺤﻟﺍ ﺕﺍﺫ LSTM ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻢﻬﻓ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ءﺍﺩﺃ ﺔﻧﺭﺎﻘﻣ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﺕﺍﺆﺒﻨﺘﻟﺍ ءﺍﺮﺟﺇﻭ ﻚﺑ ﺹﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻆﻔﺣ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ LSTM ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺺﻨﻟﺍ ءﺎﺸﻧﺇ
Weka ﻲﻓ ﺕﺎﺌﻔﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺗ ﻉﻭﺮﺸﻣ ﻝﻼﺧ ﻦﻣ ﻞﻤﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ Weka ﻲﻓ ﻲﺋﺎﻨﺜﻟﺍ ﻒﻴﻨﺼﺘﻟﺍ ﻉﻭﺮﺸﻣ ﻝﻼﺧ ﻦﻣ ﻞﻤﻌﻟﺍ ﺔﻴﻔﻴﻛ
Weka ﻲﻓ ﻱﺭﺍﺪﺤﻧﻻﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻉﻭﺮﺸﻣ ﻝﻼﺧ ﻦﻣ ﻞﻤﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻨﻟ ﺕﺍﻮﻄﺧ 5 ﻦﻣ ﺓﺎﻴﺣ ﺓﺭﻭﺩ
Weka ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻤﻋ ﺓﺪﻀﻨﻤﻟ ﺓﺪﻋﺎﺴﻤﻟﺍ ﻦﻣ ﺪﻳﺰﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ XGBoost ﻦﻋ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻚﺑ ﺹﺎﺨﻟﺍ ﻝﻭﻷﺍ XGBoost ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺘﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ ﺝﺫﺎﻤﻧ ﻆﻔﺣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ ﺝﺫﺎﻤﻧ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ XGBoost ﻊﻣ ﺭﺍﺮﻘﻟﺍ ﺭﺎﺠﺷﺃ ﺰﻳﺰﻌﺗ ﺝﺭﺪﺘﻟﺍ ﺭﻮﺼﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ XGBoost ﻊﻣ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍﻭ ﺓﺰﻴﻤﻟﺍ ﺔﻴﻤﻫﺃ
Python ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺍ ﻦﻋ ﺮﻜﺒﻤﻟﺍ ﻒﻗﻮﺘﻟﺍ ﻖﻳﺮﻃ ﻦﻋ ﺰﻴﻬﺠﺘﻟﺍ ﻲﻓ ﻁﺍﺮﻓﻹﺍ ﺐﻨﺠﺗ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺍﺮﻘﻟﺍ ﺭﺎﺠﺷﺃ ﻢﺠﺣﻭ ﺩﺪﻋ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
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ﺕﺎﻴﺋﺮﻤﻟﺍﻭ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﺔﻠﺜﻣﺃ ﻊﻣ – Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺪﺒﻟﺍ ﺔﻴﻔﻴﻛ
Amazon Web Services ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺑﺎﺤﺴﻟﺍ ﻲﻓ XGBoost ﺝﺫﺎﻤﻧ ﺐﻳﺭﺪﺗ ﺔﻴﻔﻴﻛ
ﺔﻄﻴﺴﺑ ﺔﻠﺜﻣﺄﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ()zip ﺔﻔﻴﻇﻭ ﺡﺮﺷ
ﺔﺑﺬﻛ ﻮﻫ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻦﻋ ﻪﻓﺮﻌﺗ ﺎﻣ
Python ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺘﻟ ﻢﻠﻌﺘﻟﺍ ﻝﺪﻌﻣ ﻂﺒﺿ
Python ﻲﻓ Scikit-Learnﻭ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺋﺍﻮﺸﻌﻟﺍ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ءﺍﺩﺃ ﻦﻴﺴﺤﺗ ﺔﻴﻔﻴﻛ
Python ﺔﻐﻟ ﻲﻓ XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺪﺒﻠﻟ ﺕﺍﻮﻄﺧ 7 ﻦﻣ ﺔﻧﻮﻜﻣ ﺓﺮﻴﻐﺻ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻥﺎﻀﺘﺣﺍ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻥﻮﺋﺪﺘﺒﻤﻟﺍ ﺊﻄﺨﻳ ﻒﻴﻛ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺔﺠﻣﺮﺑ ﻑﺎﻘﻳﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻕﺎﻄﻧ ﻊﻴﺳﻮﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻞﻴﻜﺸﺘﻟﺍ ﺓﺩﺎﻋﺇ ﻕﺮﻃ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺲﻴﻳﺎﻘﻣ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ ﺔﻴﺳﺎﺳﻷﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ ﺔﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﺭﺎﺒﺘﺧﺍ ﺓﺍﺩﺃ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ ﻂﻴﺴﺒﻟﺍ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻣﺎﻨﺘﻤﻟﺍ ﺔﺼﻨﻤﻟﺍ ﻲﻫ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﺴﺤﻟﺍ ﻙﺍﺭﺩﻹﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ (LVQ) ﻢﻠﻌﺘﻟﺍ ﺕﻼﻗﺎﻧ ﺔﻴﻤﻜﺗ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
(ﺮﻔﺼﻟﺍ ﻦﻣ) ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻲﺴﻜﻌﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺔﺠﻣﺮﺑ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺭﺍﺮﻘﻟﺍ ﺓﺮﺠﺷ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ ﺔﺌﺒﻌﺘﻟﺍ ﺔﻴﻠﻤﻋ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺔﻴﺋﺍﻮﺸﻋ ﺔﺑﺎﻏ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ (ﺹﺍﺮﺘﻟﺍ) ﺱﺪﻜﻤﻟﺍ ﻢﻴﻤﻌﺘﻟﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻙﺎﺒﺗﺭﻻﺍ ﺔﻓﻮﻔﺼﻣ ﻲﻫ ﺎﻣ
R ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﻦﻋ ﺐﺘﻛ 5 ﻞﻀﻓﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻞﻀﻓﺃ ءﺍﺩﺃ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﺳﺭﺎﻤﻤﻟ ﺔﻴﺳﺎﻴﻗ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ 10
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺗﻮﺻ ﺕﺎﻔﻠﻣ 5 ﻞﻀﻓﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ 7
ﻑﺍﺮﺷﻹﺍ ﺖﺤﺗ ﻢﻠﻌﺘﻛ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
Target ﻲﻓ ﻝﻭﺃ ﺕﺎﻧﺎﻴﺑ ﻢﻟﺎﻌﻛ ﻦﻴﻴﻌﺘﻟﺍ ﻰﻟﺇ ﻙﻮﻨﺒﻟﺍ ﺪﺣﺃ ﻲﻓ ﻞﻤﻌﻟﺍ ﻦﻣ ﻝﺎﻘﺘﻧﻻﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻑﺎﺸﻜﺘﺳﺍﻭ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺪﻴﺣﻮﺗﻭ ﻊﻴﺒﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻊﻣ ﺔﻴﺳﺎﺳﻷﺍ ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻫ
ﻦﻳﺭﻮﻄﻤﻠﻟ ﻞﻴﻟﺩ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺰﺠﻟﺍ ﻒﺋﺎﻇﻮﻟﺍ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺗﺍﺬﻟﺍ ﺕﺎﻬﺠﺘﻤﻟﺍﻭ ﺔﻴﺗﺍﺬﻟﺍ ﻢﻴﻘﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﺼﺼﺨﻣ ﺕﺍءﺎﻨﺜﺘﺳﺍ ءﺎﺸﻧﻹ (ﺍﺫﺎﻤﻟﻭ) ﻒﻴﻛ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻦﻣ ﻩﺎﺠﺗﻻﺍ ﺕﺎﻣﻮﻠﻌﻣ ﺔﻟﺍﺯﺇﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺖﻧﺮﺘﻧﻹﺍ ﻰﻠﻋ Python REPLs ـﻟ ﺔﻴﻧﺎﺠﻣ ﺦﺴﻧ 7
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻛﺮﺤﺘﻤﻟﺍ ﺕﺎﻄﺳﻮﺘﻤﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﺓﺪﺣﺍﻭ ﺓﺮﻘﻨﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻣﺍﻭﻷﺍ ﺮﻄﺳ ﺕﺎﻘﻴﺒﻄﺗ ءﺎﻨﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻦﻣ ﺔﻴﻤﺳﻮﻤﻟﺍ ﺔﻟﺍﺯﺇﻭ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﺳﺎﺳﺃ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﻹ ﻙﺮﺤﺘﻤﻟﺍ ﻂﺳﻮﺘﻤﻟﺍ ﺲﻧﺎﺠﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺘﺑﺎﺛ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻲﺗﺍﺬﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﺎﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﻮﺼﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻠﻟ ﺔﻴﻘﺒﺘﻤﻟﺍ ﺆﺒﻨﺘﻟﺍ ءﺎﻄﺧﺃ ﺭﻮﺼﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ARIMA ﺝﺫﻮﻤﻧ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺍﺆﺒﻨﺗ ﺢﻴﺤﺼﺘﻟ ﺔﻴﻘﺒﺘﻤﻟﺍ ءﺎﻄﺧﻷﺍ ﺔﺟﺬﻤﻧ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺰﻨﻴﻜﻨﺟ ﺲﻛﻮﺑ ﺔﻘﻳﺮﻄﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ARIMA ﺝﺫﻮﻤﻨﻟ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻦﻋ ﻲﻜﺒﺸﻟﺍ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻗﻭﻷﺍ ﺔﻠﺴﻠﺴﺑ ﺆﺒﻨﺘﻠﻟ ﻲﺋﺍﻮﺸﻌﻟﺍ ﻲﺸﻤﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺔﻴﻨﻣﺰﻟﺍ ﺔﻠﺴﻠﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺔﻠﻜﺸﻣ ﺔﻏﺎﻴﺻ ﺓﺩﺎﻋﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻌﻗﻮﺗ ﺕﺎﻧﺎﻴﺒﻟ ﺔﻗﺎﻄﻟﺍ ﺕﻼﻳﻮﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﺔﻴﻤﺳﻮﻤﻟﺍﻭ ﻩﺎﺠﺗﻻﺍ ﻰﻟﺇ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻠﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺍﺩﻷﺍ ﺲﻴﻳﺎﻘﻤﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺆﺒﻨﺗ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻌﻗﻮﺗ ﻉﻭﺮﺸﻣ ﻝﻼﺧ ﻦﻣ ﻞﻤﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﺋﺰﺠﻟﺍ ﻲﺗﺍﺬﻟﺍ ﻁﺎﺒﺗﺭﻻﺍﻭ ﻲﺋﺎﻘﻠﺘﻟﺍ ﻁﺎﺒﺗﺭﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Python ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ARIMA ﺝﺫﺎﻤﻨﻟ ﺔﻳﻭﺪﻳ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺆﺒﻨﺘﻟﺍ ﺕﺍﺮﺘﻓ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻌﻗﻮﺗ ﻲﻓ ﻦﻴﻘﻴﻟﺍ ﻡﺪﻋ ﻢﻬﻓ
ﻦﻄﺳﻮﺑ ﻲﻓ ﺔﻳﺮﻬﺸﻟﺍ ﺢﻠﺴﻤﻟﺍ ﻮﻄﺴﻟﺍ ﺕﺎﻴﻠﻤﻋ :ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻌﻗﻮﺘﻟ ﺔﻟﺎﺣ ﺔﺳ
ﺭﻮﻤﻴﺘﻟﺎﺑ ﻲﻓ ﻩﺎﻴﻤﻠﻟ ﻱﻮﻨﺴﻟﺍ ﻡﺍﺪﺨﺘﺳﻻﺍ :ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻌﻗﻮﺘﻟ ﺔﻟﺎﺣ ﺔﺳﺍﺭ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻖﻳﺮﻓ ﻦﻤﺿ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻝﺎﺠﻣ ﻲﻓ ﺐﻳﺭﺪﺗ ﻰﻠﻋ ﺱﻮﻤﻴﻟ ﻭﺭﺎﻔﻟﺃ ﻞﺼﺣ ﻒﻴﻛ
ﺔﻴﺴﻧﺮﻔﻟﺍ ﺎﻴﻧﺎﺒﻤﺸﻠﻟ ﺔﻳﺮﻬﺸﻟﺍ ﺕﺎﻌﻴﺒﻤﻟﺍ :ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻌﻗﻮﺗ ﺔﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻦﻴﺑ ﻕﺮﻔﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ARIMA ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻆﻔﺣ ﺔﻴﻔﻴﻛ
Python 3 ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺮﻳﻮﻄﺘﻟ ﻲﺿﺍﺮﺘﻓﺍ Linux ﺯﺎﻬﺟ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﻯﺪﺤﺘﺗ ﻞﻛﺎﺸﻣ 10
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺌﻴﺑ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ءﺎﻀﻴﺒﻟﺍ ءﺎﺿﻮﻀﻠﻟ ﺔﻴﻨﻣﺰﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ
ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺕﺎﻴﺠﻴﺗﺍﺮﺘﺳﺍ 4
ﺍﺪﻧﻮﻛﺎﻧﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺌﻴﺑ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
macOS ﻞﻴﻐﺸﺘﻟﺍ ﻡﺎﻈﻧ ﻰﻠﻋ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﺖﻴﺒﺜﺗ ﺔﻴﻔﻴﻛ
ﻲﺋﺎﻬﻨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺓﺩﻮﻘﻔﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺓﺭﻭﺩ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
Python ﻲﻓ ARIMA ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻟﺍ ﺝﺭﺎﺧ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ LSTM ﺕﺎﻜﺒﺷ ﻲﻓ ﺕﺍﺰﻴﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
LSTM ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻟﺎﺤﻟﺍ ﺔﻤﻳﺪﻋﻭ ﺔﻟﺎﺤﻟﺍ ﺕﺍﺫ Python
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺓﺪﻴﺟ ﺔﻟﺎﺣ ﻭﺫ LSTM ﻞﺟﺃ ﻦﻣ ﺖﻧﺮﺘﻧﻹﺍ ﺮﺒﻋ ﻢﻠﻌﺘﻟﺍ ﺭﺍﺮﻘﺘﺳﺍ ﻡﺪﻋ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺕﺎﻘﺒﻄﻟﺍ ﺓﺩﺪﻌﺘﻣ Perceptron ﺔﻜﺒﺷ ﻦﻳﻮﻜﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ LSTM ﺕﺎﻜﺒﺷ ﻊﻣ ﺏﺮﺴﺘﻟﺍ
ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﺑﺮﺠﺘﻟﺍ ﺕﺍﺭﺍﺮﻜﺗ ﺩﺪﻋ ﺮﻳﺪﻘﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺞﺋﺎﺘﻧ ﺮﻴﺴﻔﺘﻟ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺔﻟﻻﺪﻟﺍ ﺕﺍﺭﺎﺒﺘﺧﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ LSTM ﺕﺎﻜﺒﺷ ﻊﻣ ﻥﺯﻮﻟﺍ ﻢﻴﻈﻨﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﺍﺮﺷﻺﻟ ﺔﻌﺿﺎﺧ ﻢﻠﻌﺗ ﺔﻠﻜﺸﻣ ﻰﻟﺇ ﺔﻴﻨﻣﺯ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ LSTMs ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻤﻟﺍ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻃ ﺓﺮﻛﺍﺫ ﺔﻜﺒﺷ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻛﺍﺬﻠﻟ ﺽﺮﻋ
LSTMs ﻡﺍﺪﺨﺘﺳﺎﺑ ﺆﺒﻨﺘﻟﺍﻭ ﺐﻳﺭﺪﺘﻟﺍ ﺪﻨﻋ ﺔﻔﻠﺘﺨﻤﻟﺍ ﺕﺎﻌﻓﺪُﻟﺍ ﻡﺎﺠﺣﺃ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ TimeDistributed ﺔﻘﺒﻃ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺪﺣﻮﻟ LSTM ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﺎﻗﺭﺃ ﺔﻓﺎﺿﺇ ﺔﻴ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺪﻋﻭ
ءﺍﺮﺒﺨﻟﺍ ﻞﺒﻗ ﻦﻣ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺷ ﺔﻣءﻼﻣ ﻯﺪﻣ ﻝﻮﺣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺮﻴﺒﻜﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻔﻠﻣ ﻊﻣ ﻞﻣﺎﻌﺘﻠﻟ ﻕﺮﻃ 7
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺓﺭﺎﻬﻣ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
ﺔﻘﺜﻟﺍ ﺕﺍﺮﺘﻔﺑ ﻒﻨﺼﻤﻟﺍ ءﺍﺩﺃ ﻦﻋ ﻍﻼﺑﻹﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺞﺋﺎﺘﻨﻟ Bootstrap ﻲﻓ ﺔﻘﺜﻟﺍ ﺕﺍﺮﺘﻓ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺝﺫﺎﻤﻨﻟ ﺕﺍﻮﻄﺧ 5 ﻦﻣ ﺔﻧﻮﻜﻤﻟﺍ ﺓﺎﻴﺤﻟﺍ ﺓﺭﻭﺩ
Keras ﻲﻓ LSTMs ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﻯﺪﺻ ﻢﻠﻌﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﺕﻼﺴﻠﺴﺗ ﻯﺪﺼﻟ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺪﺣﻮﻟ LSTM ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺍﺮﻜﺘﻠﻟ ﺔﻠﺑﺎﻗ ﺞﺋﺎﺘﻧ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﺴﻠﺴﺘﻟﺍ ﻒﻴﻨﺼﺘﻟ ﻩﺎﺠﺗﻻﺍ ﻲﺋﺎﻨﺛ LSTM ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺮﻴﻐﺘﻤﻟﺍ ﻝﻮﻄﻟﺍ ﺕﺍﺫ ﻝﺎﺧﺩﻹﺍ ﺕﻼﺴﻠﺴﺘﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺴﻠﺴﺘﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﻞﻛﺎﺸﻣ ﻲﻓ ﺓﺩﻮﻘﻔﻤﻟﺍ ﺔﻴﻨﻣﺰﻟﺍ ﺕﺍﻮﻄﺨﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔ
ﻦﻣﺰﻟﺍ ﺮﺒﻋ ﻲﺴﻜﻌﻟﺍ ﺭﺎﺸﺘﻧﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
LSTMs ﻡﺍﺪﺨﺘﺳﺎﺑ ﺍﺪًﺟ ﺔﻠﻳﻮﻄﻟﺍ ﺕﻼﺴﻠﺴﺘﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺕﺎﻴﻨﻘﺗ
Keras ﻲﻓ ﻉﻮﻄﻘﻤﻟﺍ BPTT ـﻟ ﻞﺴﻠﺴﺘﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻘﻟﺍﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺍﺫ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﻩﺎﺒﺘﻧﻻﺍ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻞﺜﻣﻷﺍ ﻡﺩﺁ ﺔﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻲﻓ ﺔﻟﻮﺟ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺸﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺱﺎﻴﻗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻕﺮﻔﻟﺍ ﻞﻳﻮﺤﺗ ﻊﻣ ﺔﻴﻤﺳﻮﻤﻟﺍﻭ ﺕﺎﻫﺎﺠﺗﻻﺍ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻊﻳﺮﺴﻟﺍ ﻞﺴﻠﺴﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺮﻴﻔﺸﺗ ﺔﻴﻔﻴﻛ
؟ﺔﺤﺼﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍﻭ ﺭﺎﺒﺘﺧﻻﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ ﻦﻴﺑ ﻕﺮﻔﻟﺍ ﻮﻫ ﺎﻣ
ﺔﻌﻓﺪﻟﺍ ﻢﺠﺣ ﻦﻳﻮﻜﺗ ﺔﻴﻔﻴﻛﻭ ﺓﺮﻴﻐﺼﻟﺍ ﺔﻌﻓﺪﻠﻟ ﺝﺭﺪﺘﻤﻟﺍ ﺐﺴﻨﻟﺍ ﻦﻋ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﺑﻮﻠﻄﻤﻟﺍ ﺐﻳﺭﺪﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﺍﺪﻘﻣ ﺎﻣ
؟ﺔﻘﺋﺎﻔﻟﺍ ﺔﻤﻠﻌﻤﻟﺍﻭ ﺔﻤﻠﻌﻤﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ ﻮﻫ ﺎﻣ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻠﻟ ﻊﻳﺮﺴﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ ﺍﺫﺎﻤﻟ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻼﺧ ﻦﻣ ﺔﻋﺮﺴﺑ ﺓﺪﻴﺟ ﺞﺋﺎﺘﻧ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺓﺪﻋﺎﺴﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻕﺮﻃ 9
ﻲﺠﻬﻨﻣ ﻞﻜﺸﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺏﺭﺎﺠﺗ ﺬﻴﻔﻨﺗﻭ ﻂﻴﻄﺨﺗ ﺔﻴﻔﻴﻛ
ﻥﻭﺯﺎﻣﺃ ﻦﻣ ﺐﻳﻮﻟﺍ ﺕﺎﻣﺪﺧ ﻰﻠﻋ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺮﻣﺍﻭﻷﺍ ﺮﻄﺳ ﺕﺎﻔﺻﻭ 10
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Keras ﻊﻣ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺲﻴﻳﺎﻘﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻚﻳﺪﻟ ﻞﺴﻠﺴﺘﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺔﻠﻜﺸﻣ ﻲﻓ LSTMs ﻦﻣ ﺓﺩﺎﻔﺘﺳﺍ ﻰﺼﻗﺃ ﻰﻠﻋ ﻞﺼﺣﺍ
Keras ﻲﻓ LSTMs ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺓﺩﺪﻌﺘﻤﻟﺍ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻠﻟ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻦﻋ ﺓﺮﻐﺼﻣ
ﺔﺳﺪﻜﻣ ﻯﺪﻤﻟﺍ ﺔﻠﻳﻮﻃ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺷ
CNN ﻦﻣ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﻯﺪﻤﻟﺍ ﺔﻠﻳﻮﻃ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺷ
ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﻯﺪﻤﻟﺍ ﺔﻠﻳﻮﻃ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺷ – ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓ – ﺮﻴﻔﺸﺘﻟﺍ
ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﻯﺪﻤﻟﺍ ﺔﻠﻳﻮﻃ ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺝﺫﺎﻤﻧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﻯﺪﻤﻟﺍ ﺔﻠﻳﻮﻃ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺸﻟ ﻝﺎﺧﺩﻹﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻴﻜﺸﺗ ﺓﺩﺎﻋﺇ ﺔﻴﻔ
LSTM ﺝﺫﺎﻤﻨﻟ ﺰﻴﻬﺠﺘﻟﺍ ﺺﻘﻧﻭ ﺰﻴﻬﺠﺘﻟﺍ ﻁﺮﻓ ﺺﻴﺨﺸﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻣ ﻲﻓ ﺐﺘﻜﻟﺍ ﻢﻫﺃ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻮﺣ ﺩﺭﻮﻔﻧﺎﺘﺳ ﺓﺭﻭﺩ ﺔﻌﺟﺍﺮﻣ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺩﺭﻮﻔﺴﻛﺃ ﺓﺭﻭﺩ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ ﻦﻋ ﻱﺪﻴﻬﻤﺗ ﺏﺎﺘﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻝﺎﻘﺘﻧﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻘﻴﺒﻄﺗ 7
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺪﻋﻭ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ
scikit-learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺼﻨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺮﻴﻔﺸﺗ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺼﻨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺮﻴﻀﺤﺗ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻤﻠﻜﻟﺍ ﻦﻴﻤﻀﺗ ﺕﺎﻘﺒﻃ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Gensim ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻤﻠﻜﻟﺍ ﺕﺎﻨﻴﻤﻀﺗ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺕﺎﻤﻠﻜﻟﺍ ﺔﺒﻴﻘﺣ ﺝﺫﻮﻤﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺪﺣﻮﻟ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﻩﺎﺒﺘﻧﻻﺍ ﻞﻤﻌﻳ ﻒﻴﻛ
(ﺺﻨﻟﺍ ﻒﻴﻨﺼﺗ) ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺘﻟ ﻢﻠﻴﻔﻟﺍ ﺔﻌﺟﺍﺮﻣ ﺕﺎﻧﺎﻴﺑ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﻡﺎﻤﺘﻫﻻﺍ ﻊﻣ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺺﻨﻟﺍ ﻒﻴﻈﻨﺗ ﺔﻴﻔﻴﻛ
ﻡﺎﻤﺘﻫﻻﺍ ﻊﻣ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻠﻟ RNN ﺔﻴﻨﺒﻟ ﺬﻴﻔﻨﺘﻟﺍ ﻁﺎﻤﻧﺃ
(ﺺﻨﻟﺍ ﻒﻴﻨﺼﺗ) ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺘﻟ ﺕﺎﻤﻠﻜﻟﺍ ﺔﺒﻴﻘﺤﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺹﻮﺼﻨﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺕﺎﺳﺭﺎﻤﻤﻟﺍ ﻞﻀﻓﺃ
Keras ﻲﻓ LSTMs ـﻟ ﻉﺎﺟﺭﻹﺍ ﺕﻻﺎﺣﻭ ﻉﺎﺟﺭﻹﺍ ﺕﻼﺴﻠﺴﺗ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺎﻬﻠﻴﻜﺸﺗ ﺓﺩﺎﻋﺇﻭ ﺎﻬﻤﻴﺴﻘﺗﻭ NumPy ﺕﺎﻓﻮﻔﺼﻣ ﺔﺳﺮﻬﻓ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻠﻟ Seq2Seq ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ Keras ﺔﻴﻔﻴﻇﻮﻟﺍ ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺔﺠﻣﺮﺑ ﺔﻬﺟﺍﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
(ﺺﻨﻟﺍ ﻒﻴﻨﺼﺗ) ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺘﻟ ﺔﻘﻴﻤﻋ ﺔﻴﻔﻴﻓﻼﺗ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ
ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺰﻬﺟﻷ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺎﺑ ﻲﻤﻟﺎﻌﻟﺍ ﻡﺎﻤﺘﻫﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻐﻠﻟﺍ ﺝﺫﺎﻤﻧﻭ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺔﻐﻠﻟﺍ ﺔﺟﺬﻤﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﻞﺴﻠﺴﺘﻟﺍ ﻰﻟﺇ ﻞﺴﻠﺴﺘﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻤﻠﻜﻟﺍ ﻰﻠﻋ ﺔﻤﺋﺎﻘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻐﻠﻟﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻑﺮﺣﻷﺍ ﻰﻠﻋ ﻢﺋﺎﻘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻐﻠﻟﺍ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺎﺑ ءﺪﺒﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﻓﺍﺮﻏﻮﺗﻮﻔﻟﺍ ﺭﻮﺼﻟﺍ ﻲﻓ ﺕﺎﻨﺋﺎﻜﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺎﻘًﺒﺴﻣ ﺏﺭﺪﻤﻟﺍ VGG ﺝﺫﻮﻤﻧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺺﻧ ءﺎﺸﻧﻹ ﻪﻣﺍﺪﺨﺘﺳﺍﻭ ﺔﻤﻠﻜﻟﺍ ﻯﻮﺘﺴﻣ ﻰﻠﻋ ﺔﻴﺒﺼﻋ ﺔﻐﻟ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻴًﺋﺎﻘﻠﺗ ﺔﻴﻓﺍﺮﻏﻮﺗﻮﻔﻟﺍ ﺭﻮﺼﻠﻟ ﺔﻴﺼﻧ ﻑﺎﺻﻭﺃ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺘﻟ ﺭﻮﺼﻠﻟ ﺔﻴﺤﻴﺿﻮﺘﻟﺍ ﺕﺎﻴﻤﺴﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
ﻯﺪﻤﻟﺍ ﺓﺮﻴﺼﻗﻭ ﺔﻠﻳﻮﻄﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺕﺎﻜﺒﺸﻟ ﺮﻴﻐﺘﻤﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺮﻴﻀﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺺﻨﻠﻟ BLEU ﺔﺟﺭﺩ ﺏﺎﺴﺤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺤﻴﺿﻮﺘﻟﺍ ﺕﺎﻴﻤﺴﺘﻟﺍ ءﺎﺸﻧﺇ ﺝﺫﺎﻤﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﺔﻴﺤﻴﺿﻮﺘﻟﺍ ﺕﺎﻴﻤﺴﺘﻟﺍ ءﺎﺸﻧﺇ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺘﻟ ﺓﺮﻴﻐﺼﻟﺍ ﺏﺭﺎﺠﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺺﻨﻟﺍ ﺺﻴﺨﻠﺘﻟ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺪﺣﻮﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ
ﺺﻨﻟﺍ ﺺﻴﺨﻠﺘﻟ ﺔﻳﺭﺎﺒﺧﻹﺍ ﺕﻻﺎﻘﻤﻟﺍ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
؟ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻰﻠﻋ ﻢﻠﻌﻤﻟﺍ ﻩﺮﺒﺠﻳ ﻱﺬﻟﺍ ﺎﻣ
Keras ﻲﻓ ﺺﻨﻟﺍ ﺺﻴﺨﻠﺘﻟ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺝﺫﺎﻤﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺭﺍﺪﺤﻧﻻﺍﻭ ﻒﻴﻨﺼﺘﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﻮﻤﻧ ﺭﻮﺼﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻡﻮﻬﻔﻤﻟﺍ ﻑﺍﺮﺤﻧﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺕﺎﺟﺭﺪﺘﻟﺍ ﺮﻴﺠﻔﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻞﺟﺃ ﻦﻣ ﻢﻠﻌﺘﻟﺍ ﻞﻘﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
؟ﺎﺒًﻌﺻ ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺪﻌﻳ ﺍﺫﺎﻤﻟ
ﺚﺤﺑ ﺔﻠﻜﺸﻤﻛ ﻲﻘﻴﺒﻄﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺞﻣﺩﻭ ﻦﻘﺣ ﺝﺫﺎﻤﻧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺤﻴﺿﻮﺘﻟﺍ ﺕﺎﻴﻤﺴﺘﻟﺍ ءﺎﺸﻧﺇ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻠﻟ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺪﺣﻮﻟ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻠﻟ ﺮﻴﻔﺸﺘﻟﺍ ﻚﻓﻭ ﺮﻴﻔﺸﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻦﻳﻮﻜﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﻉﺎﻌﺸﻟﺍ ﺚﺤﺑ ﺰﻴﻣﺮﺗ ﻚﻓ ﺓﺪﺣﻭ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻠﻟ ﺔﻳﺰﻴﻠﺠﻧﻹﺍ ﻰﻟﺇ ﺔﻴﺴﻧﺮﻔﻟﺍ ﻦﻣ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
ﺮﻔﺼﻟﺍ ﻦﻣ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻟﺍ ﻡﺎﻈﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺺﻨﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺕﺍﻮﻨﻘﻟﺍ ﺩﺪﻌﺘﻣ CNN ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺎﺒﺘﺧﻻﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
macOS ﻞﻴﻐﺸﺘﻟﺍ ﻡﺎﻈﻧ ﻰﻠﻋ Python ـﻟ XGBoost ﺖﻴﺒﺜﺗ ﺔﻴﻔﻴﻛ
ﻊﻗﺍﻮﻤﻟﺍ ﺓﺩﺪﻌﺘﻣﻭ ،ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣﻭ ،ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﺳﺎﻴﻘﻟﺍ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒ
Linux ﻡﺩﺎﺧ ﻰﻠﻋ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺏﺭﺎﺠﺗ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
؟ﺓﺪﻳﺪﺠﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻰﻠﻋ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻞﻤﻌﺗ ﺍﺫﺎﻤﻟ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻢﻠﻌﺘﻟ ﺏﺎﺒﺳﺃ 5
ﻥﻮﺜﻳﺎﺑ ﻲﻓ NumPy ﺕﺎﻓﻮﻔﺼﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻬﺠﺘﻤﻟﺍ ﻦﻋ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺕﺎﻬﺠﺘﻤﻟﺍ ﺮﻴﻳﺎﻌﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺑﺎﺴﺤﻟﺍ ﺕﺎﻓﻮﻔﺼﻤﻟﺍﻭ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻲﻓ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻉﺍﻮﻧﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺕﺎﻴﻠﻤﻌﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ Tensors ﻦﻋ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻞﻴﻠﺤﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺗﺍﺬﻟﺍ ﺕﺎﻬﺠﺘﻤﻟﺍﻭ ﺔﻴﺗﺍﺬﻟﺍ ﻢﻴﻘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻢﻠﻌﺘﻟ ﺩﺭﺍﻮﻤﻟﺍ ﻢﻫﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻲﻓ ﺶﻐﻟﺍ ﺔﻗﺭﻭ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ SVD ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
NumPy ﻊﻣ ﻦﻳﺎﺒﺘﻟﺍﻭ ﻦﻳﺎﺒﺘﻟﺍﻭ ﺔﻌﻗﻮﺘﻤﻟﺍ ﺔﻤﻴﻘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ (PCA) ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻧﻮﻜﻤﻟﺍ ﻞﻴﻠﺤﺗ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻞﺣ ﺔﻴﻔﻴﻛ
ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﺔﻌﺟﺍﺮﻤﻟ ءﺍﺮﻫ ﻞﻴﻟﺩ ﺪﺟﻮﻳ ﻻ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻰﻠﻋ ﺔﻠﺜﻣﺃ 10
NumPy ﺕﺎﻓﻮﻔﺼﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺚﺒﻠﻟ ﺔﻄﻴﺴﺑ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻗﺮﻔﺘﻤﻟﺍ ﺕﺎﻓﻮﻔﺼﻤﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻦﻴﺠﻣﺮﺒﻤﻟﺍ ﺔﻌﺟﺍﺮﻤﻟ ﻲﺑﺎﺴﺤﻟﺍ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﺿﺎﻳﺮﻟﺍ ﻦﻳﻭﺪﺘﻟﺍ ﺕﺎﻴﺳﺎﺳﺃ
؟ﺔﻳﺎﻐﻠﻟ ﺎﺒًﻌﺻ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻥﻮﻜﻳ ﻥﺃ ﺐﺠﻳ ﻻ ﺍﺫﺎﻤﻟ
(ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ ﻡﺪﺨﺘﺳﺍ :ﺢﻴﻤﻠﺗ) ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ 165 ﻲﻓ ﺔﻴﻣﺯﺭﺍﻮﺧ 13 ﺔﻧﺭﺎﻘﻣ
..ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻠﻜﺸﻣ ﻞﺣ ﻰﻠﻋ ﻞﻤﻌﺗ ﺖﻧﺃ ،ﻥﺫﺇ
scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻳﺩﺪﻌﻟﺍ ﻝﻮﻠﺤﻟﺍ ﻞﺑﺎﻘﻣ ﺔﻴﻠﻴﻠﺤﺘﻟﺍ ﻝﻮﻠﺤﻟﺍ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻦﻣ ﺓﺩﺎﻔﺘﺳﺍ ﻰﺼﻗﺃ ﻖﻴﻘﺤﺗ ﺔﻴﻔﻴﻛ
(ﻚﻟﺫ ﻝﺎﻴﺣ ﻞﻌﻔﺗ ﺍﺫﺎﻣﻭ) ﺝﺫﻮﻤﻨﻟﺍ ءﺍﺩﺃ ﻖﺑﺎﻄﺗ ﻡﺪﻋ ﺔﻠﻜﺸﻣ
ﺪﻴﺟ ءﺍﺩﺄﺑ ﻊﺘﻤﺘﻳ ﻚﺑ ﺹﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻥﺎﻛ ﺍﺫﺇ ﺎﻣ ﻑﺮﻌﺗ ﻒﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻡﺎﻗﺭﻷﺍ ﺕﺍﺪﻟﻮﻤﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻓﺮﻄﺘﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﻦﻴﺑ ﻁﺎﺒﺗﺭﻻﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻱﺩﺎﻌﻟﺍ ﺺﺨﻠﻤﻟﺍ ﺕﺎﻴﺋﺎﺼﺣﺇ ﺏﺎﺴﺤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺓﺮﻴﺒﻜﻟﺍ ﺩﺍﺪﻋﻷﺍ ﻥﻮﻧﺎﻘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻱﺰﻛﺮﻤﻟﺍ ﺪﺤﻟﺍ ﺔﻳﺮﻈﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻤﻠﻌﻣﻼﻟﺍ ﺕﺎﻴﺋﺎﺼﺣﻺﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻌﻴﺒﻄﻟﺍ ﺔﻟﺎﺤﻟﺍ ﺕﺍﺭﺎﺒﺘﺧﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﺋﺎﺼﺣﻹﺍ ﺕﺎﻴﺿﺮﻔﻟﺍ ﺭﺎﺒﺘﺧﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻤﻠﻌﻣﻼﻟﺍ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺔﻴﺿﺮﻔﻟﺍ ﺕﺍﺭﺎﺒﺘﺧﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺘﻣﺍﺭﺎﺒﻟﺍ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺔﻴﺿﺮﻔﻟﺍ ﺕﺍﺭﺎﺒﺘﺧﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻞﻀﻓﺃ ﻞﻜﺸﺑ ﻲﻌﻴﺒﻄﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺐﺳﺎﻨﺘﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
k-fold ﺔﺤﺻ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺢﻣﺎﺴﺘﻟﺍ ﺕﺍﺮﺘﻔﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺮﻳﺪﻘﺘﻟﺍ ﺕﺎﻴﺋﺎﺼﺣﻹ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ ﺐﻴﻟﺎﺳﻷ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﺋﺎﺼﺣﻹﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻳﺯﻮﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺕﺎﻴﺿﺮﻔﻟﺍ ﺭﺎﺒﺘﺧﻻ ﺔﺟﺮﺤﻟﺍ ﻢﻴﻘﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﺕﺎﻨﻴﻌﻟﺍ ﺬﺧﺃ ﺓﺩﺎﻋﺇﻭ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺕﺎﻨﻴﻌﻟﺍ ﺬﺧﻷ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻚﺗﺎﻧﺎﻴﺒﻟ ﺔﺴﻤﺨﻟﺍ ﻡﺎﻗﺭﻷﺍ ﺺﺨﻠﻣ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻊﻴﺑﺮﺗ ﻱﺎﻛ ﺭﺎﺒﺘﺧﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺔﻧﺭﺎﻘﻤﻟ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺔﻴﻤﻫﻷﺍ ﺕﺍﺭﺎﺒﺘﺧﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﺑﺎﻗﺮﻠﻟ ﺔﻌﺿﺎﺨﻟﺍ ﺏﺭﺎﺠﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻉﻭﺮﺸﻣ ﻲﻓ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺐﻴﻟﺎﺳﻷﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻜﻟ ﺔﻠﺜﻣﺃ 10
؟(ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻤﻬﻣ ﻲﻫ ﺍﺫﺎﻤﻟﻭ) ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻫ ﺎﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍﻭ ﻲﻘﻴﺒﻄﺘﻟﺍ ءﺎﺼﺣﻹﺍ ﻦﻴﺑ ﺔﻘﻴﺛﻮﻟﺍ ﺔﻗﻼﻌﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻢﻴﻴﻘﺘﻟ ﺕﺎﻴﺋﺎﺼﺣﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻋ ﻡﺎﻗﺭﺃ ﺪﻴﻟﻮﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻄﻴﺴﺒﻟﺍ ﺔﻳﺰﻴﻠﺠﻧﻹﺍ ﺔﻐﻠﻟﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺘﻣﺍﺭﺎﺒﻟﺍ ﺮﻴﻏ ﺔﺒﺗﺮﻟﺍ ﻁﺎﺒﺗﺭﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻴﺛﺄﺘﻟﺍ ﻢﺠﺣ ﺕﺎﺳﺎﻴﻘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻗﺎﻄﻟﺍ ﻞﻴﻠﺤﺗﻭ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺓﻮﻘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻜﺑﺮﻤﻟﺍ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺔﺠﻟﺎﻌﻣ ﻲﻓ ﻲﺋﺍﻮﺸﻌﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﻭﺩ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻦﻴﻔﻨﺼﻣ ﻦﻴﺑ ﺔﻧﺭﺎﻘﻤﻠﻟ ﺭﺎﻤﻴﻨﻛﺎﻣ ﺭﺎﺒﺘﺧﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﻲﻓ ﺪﻘﻌﻟﺍﻭ ﺕﺎﻘﺒﻄﻟﺍ ﺩﺪﻋ ﻦﻳﻮﻜﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺐﻟﺎﻄﻟﺍ ﺭﺎﺒﺘﺧﺍ ﺰﻴﻣﺮﺗ ﺔﻴﻔﻴﻛ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﺋﺎﺼﺣﺇ
(ﺶﻐﻟﺍ ﺔﻗﺭﻭ) ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﻜﻴﺳﻼﻛ ﺔﻘﻳﺮﻃ 11
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﻞﻛﺎﺸﻣ ﻒﻴﻨﺼﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺮﻫﺎﻣ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﺋﺎﻬﻨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻲﻓ ﻦﻳﺎﺒﺘﻟﺍ ﻞﻴﻠﻘﺗ ﺔﻴﻔﻴﻛ
(ﺶﻐﻟﺍ ﺔﻗﺭﻭ) ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻴﺋﺎﺼﺣﻹﺍ ﺔﻴﺿﺮﻔﻠﻟ ﺍﺭًﺎﺒﺘﺧﺍ 17
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ SARIMA ﻰﻟﺇ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻲﺳﻷﺍ ﺲﻧﺎﺠﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺒﻟ ﺔﻌﺋﺎﺷ ﺕﻼﻳﻮﺤﺗ 4
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ GARCHﻭ ARCH ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﺒﻠﻘﺘﻟﺍ ﺔﺟﺬﻤﻧ ﺔﻴﻔﻴﻛ
ﻍﺎﻣﺪﻟﺍ ﺕﺎﺟﻮﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻘﻠﻐﻣ ﻡﺃ ﺔﺣﻮﺘﻔﻣ ﺺﺨﺸﻟﺍ ﻥﻮﻴﻋ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻣ ﻊﻗﻮﺗ
ﺔﻴﺌﻴﺒﻟﺍ ﻞﻣﺍﻮﻌﻟﺍ ﻰﻠﻋ ءًﺎﻨﺑ ﺔﻓﺮﻐﻟﺍ ﻝﺎﻐﺷﺈﺑ ﺆﺒﻨﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻴﻨﺼﺘﻠﻟ ﻖﻴﻗﺪﻟﺍ ءﺎﻋﺪﺘﺳﻻﺍ ﺕﺎﻴﻨﺤﻨﻣﻭ ROC ﺕﺎﻴﻨﺤﻨﻣ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
scikit-Learn ﻊﻣ ﺮﻳﺎﻌﻤﻟﺍ ﻒﻴﻨﺼﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻡﺍﺪﺨﺘﺳﺍ ﻢﺘﻳ ﻰﺘﻣﻭ ﻒﻴﻛ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ) ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺎﺑ ءﺪﺒﻟﺍ ﺔ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﻞﻴﺠﺴﺗ ﻕﺮﻄﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ءﺍﻮﻬﻟﺍ ﺙﻮﻠﺗ ﻡﺎﻳﺄﺑ ﺆﺒﻨﺘﻠﻟ ﻲﻟﺎﻤﺘﺣﻻﺍ ﺆﺒﻨﺘﻟﺍ ﺝﺫﻮﻤﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻠﺧﺍﺪﻟﺍ ﺔﻛﺮﺤﻠﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻒﻴﻨﺼﺗ
ﺔﻴﺳﺎﻴﻘﻟﺍ ﻱﺮﺸﺒﻟﺍ ﻁﺎﺸﻨﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ ﺔﻠﻜﺸﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻦﻣ ﻱﺭﻮﻔﻟﺍ ﻖﻘﺤﺘﻠﻟ ﻞﻤﻋ ﺭﺎﻃﺇ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻛﺬﻟﺍ ﻒﺗﺎﻬﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻦﻣ ﻱﺮﺸﺒﻟﺍ ﻁﺎﺸﻨﻟﺍ ﺔﺟﺬﻤﻧ ﺔﻴﻔﻴﻛ
ﻱﺮﺸﺒﻟﺍ ﻁﺎﺸﻨﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺗ
ﻱﺮﺸﺒﻟﺍ ﻁﺎﺸﻨﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﺩﺎﻌﺑﻷﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ
LSTMs ﻱﺮﺸﺒﻟﺍ ﻁﺎﺸﻨﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻒﻴﻨﺼﺘﻟ
ﻱﺮﺸﺒﻟﺍ ﻁﺎﺸﻨﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ
ﺔﻴﻟﺰﻨﻤﻟﺍ ءﺎﺑﺮﻬﻜﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺕﺎﻧﺎﻴﺑ ﻑﺎﺸﻜﺘﺳﺍﻭ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﺰﻨﻤﻟﺍ ءﺎﺑﺮﻬﻜﻟﺍ ﻙﻼﻬﺘﺳﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﺟﺫﺎﺴﻟﺍ ﺝﺫﺎﻤﻨﻟﺍ ﻢﻴﻴﻘﺗ
ﻲﻟﺰﻨﻤﻟﺍ ءﺎﺑﺮﻬﻜﻟﺍ ﻙﻼﻬﺘﺳﻻ ﻲﺗﺍﺬﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺆﺒﻨﺗ ﺝﺫﻮﻤﻧ
ءﺎﺑﺮﻬﻜﻟﺍ ﻡﺍﺪﺨﺘﺳﻻ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ
ﺔﻗﺎﻄﻟﺍ ﻡﺍﺪﺨﺘﺳﻻ ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣ LSTM ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ ﺝﺫﺎﻤﻧ
ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻨﻣﺯ ﺔﻠﺴﻠﺳ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻑﺎﺸﻜﺘﺳﺍﻭ ﺭﻮﺼﺗﻭ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
ﺓﺩﺪﻌﺘﻤﻟﺍ ﻊﻗﺍﻮﻤﻟﺍ ﻲﻓ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺩﺪﻌﺘﻣ ءﺍﻮﻬﻟﺍ ﺙﻮﻠﺘﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﺳﺎﺳﻷ
ءﺍﻮﻬﻟﺍ ﺙﻮﻠﺘﻟ ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻨﻣﺯ ﻞﺳﻼﺴﺑ ﺆﺒﻨﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ءﺍﻮﻬﻟﺍ ﺙﻮﻠﺘﻟ ﺕﺍﻮﻄﺨﻟﺍ ﺓﺩﺪﻌﺘﻣﻭ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻨﻣﺯ ﻞﺳﻼﺴﺑ ﺆﺒﻨﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻲﺛﻼﺜﻟﺍ ﻲﺳﻷﺍ ﺲﻧﺎﺠﺘﻟﺍ ﻝﻼﺧ ﻦﻣ ﺔﻜﺒﺸﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻴ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻘﺋﺎﻔﻟﺍ SARIMA ﺕﺎﻤﻠﻌﻣ ﻦﻋ ﺔﻜﺒﺸﻟﺍ ﻲﻓ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
ﺮﻴﻐﺘﻤﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﺟﺫﺎﺳ ﻕﺮﻃ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
ﺮﻴﻐﺘﻤﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧﻭ ﺔﻴﻜﻴﺳﻼﻜﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﺔﻧﺭﺎﻘﻣ
ﺓﺭﺩﺎﻨﻟﺍ ﺙﺍﺪﺣﻸﻟ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ LSTM ﺝﺫﻮﻤﻧ ﺔﻴﻨﺑ
LSTM ﺔﻴﺋﺎﻘﻠﺘﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺰﻬﺟﻷ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ TimeseriesGenerator ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺕﺎﻘﺒﻄﻟﺍ ﺩﺪﻌﺘﻣ ﻲﺴﺤﻟﺍ ﻙﺍﺭﺩﻹﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ LSTM ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﻲﻜﺒﺸﻟﺍ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺔﻣءﻼﻣ ﻁﺮﻓ ﻞﻴﻠﻘﺘﻟ ﻥﺯﻮﻟﺍ ﻢﻴﻈﻨﺗ ﻡﺪﺨﺘﺳﺍ
Keras ﻲﻓ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺐﻴﻛﺮﺗ ﻁﺮﻓ ﻞﻴﻠﻘﺘﻟ ﻥﺯﻮﻟﺍ ﺱﻮﺴﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻥﺯﻮﻟﺍ ﺩﻮﻴﻘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﻥﺯﻮﻟﺍ ﺩﻮﻴﻗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﺋﺍﺰﻟﺍ ﺰﻴﻬﺠﺘﻟﺍ ﻞﻴﻠﻘﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻂﻴﺸﻨﺘﻟﺍ ﻢﻴﻈﻨﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﻁﺎﺸﻨﻟﺍ ﻢﻴﻈﻨﺗ ﻝﻼﺧ ﻦﻣ ﻢﻴﻤﻌﺘﻟﺍ ﺄﻄﺧ ﻞﻴﻠﻘﺗ ﺔﻴﻔﻴﻛ
ﺔﻘﻴﻤﻌﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻢﻴﻈﻨﺘﻟ ﺏﺮﺴﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﺏﺮﺴﺘﻟﺍ ﻢﻴﻈﻨﺗ ﻊﻣ ﺪﺋﺍﺰﻟﺍ ﺰﻴﻬﺠﺘﻟﺍ ﻞﻴﻠﻘﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ ﻲﻓ ﻁﺍﺮﻓﻹﺍ ﺐﻨﺠﺘﻟ ﺮﻜﺒﻤﻟﺍ ﻒﻗﻮﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺐﺳﺎﻨﻤﻟﺍ ﺖﻗﻮﻟﺍ ﻲﻓ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ ﻒﻗﻮﻟ ﺮﻜﺒﻤﻟﺍ ﻒﻗﻮﺘﻟﺍ ﻡﺪﺨﺘﺳﺍ
ﺯﻭﺎﺠﺘﻟﺍ ﻞﻴﻠﻘﺘﻟ ءﺎﺿﻮﻀﻟﺍ ﻊﻣ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ
ءﺎﺿﻮﻀﻟﺍ ﺔﻓﺎﺿﺇ ﻖﻳﺮﻃ ﻦﻋ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺔﻧﺎﺘﻣ ﻦﻴﺴﺤﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺰﻴﻬﺠﺘﻟﺍ ﻲﻓ ﻁﺍﺮﻓﻹﺍ ﺐﻨﺠﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﻢﻠﻌﺘﻟﺍ ﻕﺮﻃ ﺔﻋﻮﻤﺠﻣ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻦﻣ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻨﻟ ﺔﺌﺒﻌﺗ ﺔﻋﻮﻤﺠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻦﻳﺎﺒﺘﻟﺍ ﻞﻴﻠﻘﺘﻟ ﻲﻘﻓﻷﺍ ﺖﻳﻮﺼﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺔﺤﺟﺮﻤﻟﺍ ﺕﺎﻄﺳﻮﺘﻤﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺹﺍﺮﺘﻟﺍ ﺔﻋﻮﻤﺠﻣ
ءﺍﺩﻷﺍ ﺕﺍﺮﻳﺪﻘﺗﻭ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺓﺭﺎﻬﻣ ﻰﻠﻋ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻢﺠﺣ ﺮﻴﺛﺄﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻠﻟ ﺕﺎﻄﻘﻠﻟﺍ ﺔﻋﻮﻤﺠﻣ
(ﻙﺎﻴﻟﻮﺑ ﻂﺳﻮﺘﻣ) Keras ﻲﻓ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﻮﻤﻧ ﻥﺍﺯﻭﺃ ﺔﻋﻮﻤﺠﻣ
(ReLU) ﺔﺤﺤﺼﻤﻟﺍ ﺔﻴﻄﺨﻟﺍ ﺓﺪﺣﻮﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ReLU ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﺟﺭﺪﺘﻟﺍ ءﺎﻔﺘﺧﺍ ﺔﻠﻜﺸﻣ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﺳﺭﺎﻤﻣ ﺎﻬﻜﻠﺘﻤﻳ ﻥﺃ ﺐﺠﻳ ﺐﺘﻛ 3
ﺔﻘﻴﻤﻌﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﻲﻌﻓﺪﻟﺍ ﻊﻴﺒﻄﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
(ﺔﻌﺟﺍﺮﻣ) ﻦﻴﺠﻣﺮﺒﻤﻠﻟ ﻲﻠﻤﻌﻟﺍ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ
ﻲﻌﻓﺪﻟﺍ ﻊﻴﺒﻄﺘﻟﺍ ﻝﻼﺧ ﻦﻣ ﺔﻘﻴﻤﻌﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻢﻠﻌﺗ ﻊﻳﺮﺴﺗ ﺔﻴﻔﻴﻛ
ﺔﻌﻓﺪﻟﺍ ﻢﺠﺣ ﻊﻣ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ ﺭﺍﺮﻘﺘﺳﺍ ﻲﻓ ﻢﻜﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ ﺪﻨﻋ ﻢﻠﻌﺘﻟﺍ ﻝﺪﻌﻣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ءﺍﺩﺃ ﻰﻠﻋ ﻢﻠﻌﺘﻟﺍ ﻝﺪﻌﻣ ﺮﻴﺛﺄﺗ ﻢﻬﻓ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺘﻟ ﺓﺭﺎﺴﺨﻟﺍﻭ ﺓﺭﺎﺴﺨﻟﺍ ﻒﺋﺎﻇﻭ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ ﺪﻨﻋ ﺓﺭﺎﺴﺨﻟﺍ ﻒﺋﺎﻇﻭ ﺭﺎﻴﺘﺧﺍ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺔﻤﻴﻜﺤﻟﺍ ﺕﺎﻘﺒﻄﻠﻟ ﻊﺸﺠﻟﺍ ﻖﺒﺴﻤﻟﺍ ﺐﻳﺭﺪﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ءﺍﺩﺃﻭ ﺭﺍﺮﻘﺘﺳﺍ ﻦﻴﺴﺤﺘﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺱﺎﻴﻗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺝﺭﺪﺘﻟﺍ ﺔﻄﻘﻟ ﻊﻣ ﺕﺎﺟﺭﺪﺘﻟﺍ ﺭﺎﺠﻔﻧﺍ ﺐﻨﺠﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﻢﻠﻌﺘﻟﺍ ﻞﻘﻧ ﻝﻼﺧ ﻦﻣ ءﺍﺩﻷﺍ ﻦﻴﺴﺤﺗ ﺔﻴﻔﻴﻛ
ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻝﻭﻷﺍ ﻚﻋﻭﺮﺸﻣ
ﺕﺎﻘﺒﻄﻟﺍﻭ ﺪﻘﻌﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﻮﻤﻧ ﺔﻌﺳ ﻲﻓ ﻢﻜﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ ﺐﻳﺭﺪﺗ ﻱﺪﺤﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ) ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻞﻀﻓﺃ ﺞﺋﺎﺘﻧ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﺓﺭﺎﺠﺘﻟﺍ ﺔﻌﺟﺍﺮﻣ ﻞﻴﺣ :ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ
ﻞﻀﻓﺃ ﺔﻴﺒﺼﻋ ﺕﺎﻜﺒﺷ ﺐﻳﺭﺪﺘﻟ ﻲﺴﻜﻌﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻦﻳﻮﻜﺘﻟ ﻞﻴﺣ 8
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﺳﺭﺎﻤﻤﻟ ﺕﺎﻴﺻﻮﺗ
scikit-learn ﻲﻓ ﺔﻴﻠﺒﻘﺘﺴﻤﻟﺍ ﺮﻳﺬﺤﺘﻟﺍ ﻞﺋﺎﺳﺭ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ءﺍﺩﺃ ﺺﻴﺨﺸﺘﻟ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻨﺤﻨﻣ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﺎﺒًﻌﺻ ﺍﺮًﻣﺃ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺐﻳﺭﺪﺗ ﺪﻌﻳ ﺍﺫﺎﻤﻟ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺓءﺎﻔﻛ ﻦﻣ ﺕﺎﻳﻮﺘﺴﻣ 3
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻼﺧ ﻦﻣ ﺔﻴﺳﺎﺳﻷﺍ ﻚﺗﺍﺭﺎﻬﻣ ﺭﺎﻬﻇﺇ ﺔﻴﻔﻴﻛ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺮﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻣ ﺓءﺎﻔﻜﻟﺍ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺮﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻘﻴﺒﻄﺗ 9
(ﺔﻌﺟﺍﺮﻣ) ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ DeepLearning.AI ﺓﺭﻭﺩ
(ﺔﻌﺟﺍﺮﻣ) ﻱﺮﺼﺒﻟﺍ ﻑﺮﻌﺘﻠﻟ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺩﺭﻮﻔﻧﺎﺘﺳ ﺓﺭﻭﺩ
PIL/Pillow ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺎﻬﺘﺠﻟﺎﻌﻣﻭ ﺭﻮﺼﻟﺍ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺎﻳًﻭﺪﻳ ﺓﺭﻮﺼﻟﺍ ﻞﺴﻜﺑ ﺕﺎﻧﺎﻴﺑ ﺱﺎﻴﻗ ﺔﻴﻔﻴﻛ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺮﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺪﻋﻮﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
CNN ﺕﺎﻜﺒﺷ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﻞﺴﻜﺒﻟﺍ ﺱﺎﻴﻗ ﻕﺮﻃ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
Keras API ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻬﻈﻔﺣﻭ ﺎﻬﻠﻳﻮﺤﺗﻭ ﺭﻮﺼﻟﺍ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﺓﺭﻮﺼﻟﺍ ﺕﻼﺴﻜﺑ ﺪﻴﺣﻮﺗﻭ ﻂﻴﺳﻮﺗﻭ ﻊﻴﺒﻄﺗ ﺔﻴﻔﻴﻛ
ﺓﺮﻴﺧﻷﺍ-ﺕﺍﻮﻨﻘﻟﺍﻭ ﻰﻟﻭﻷﺍ-ﺕﺍﻮﻨﻘﻠﻟ ﺭﻮﺼﻟﺍ ﺕﺎﻘﻴﺴﻨﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺳﺎﻴﻘﻟﺍ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺭ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ ﺭﻮﺼﺗﻭ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ) ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺮﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺎﺑ ءﺪﺒﻟﺍ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻟﺩﺃ ﻦﻣ ﺓﺮﻴﺒﻛ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ ﻞﻴﻤﺤﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﺓﺭﻮﺼﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺮﻴﺒﻜﺗ ﻦﻳﻮﻜﺗ ﺔﻴﻔﻴﻛ
ﻞﻀﻓﺃ ﺕﺍﺆﺒﻨﺗ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﺭﺎﺒﺘﺧﻻﺍ ﺖﻗﻭ ﺓﺩﺎﻳﺯ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺕﺎﻘﺒﻄﻟﺍ ﻞﻤﻌﺗ ﻒﻴﻛ
ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺓﻮﻄﺨﻟﺍﻭ ﻮﺸﺤﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺕﺎﻘﺒﻄﻟﺍ ﻊﻴﻤﺠﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﻮﻤﻧ ﺕﺍﺭﺎﻜﺘﺑﺍ
Keras ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ResNetﻭ Inceptionﻭ VGG ﺕﺍﺪﺣﻭ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺝﺫﻮﻤﻨﻟﺍ ﺪﻴﻘﻌﺗ ﺓﺭﺍﺩﻹ 1x1 ﺕﺎﻓﺎﻔﺘﻟﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ImageNet (ILSVRC) ﻱﺪﺤﺘﻟ ﺔﻄﻴﺴﺑ ﺔﻣﺪﻘﻣ
CNN ﺕﺎﻜﺒﺸﻟ ﺭﻮﺼﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺰﻳﺰﻌﺗﻭ ﺩﺍﺪﻋﻹ ﺕﺎﺳﺭﺎﻤﻤﻟﺍ ﻞﻀﻓﺃ
ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺕﺍﺰﻴﻤﻟﺍ ﻂﺋﺍﺮﺧﻭ ﺕﺎﺤﺷﺮﻤﻟﺍ ﺭﻮﺼﺗ ﺔﻴﻔﻴﻛ
MNIST ﺪﻴﻟﺍ ﻂﺨﺑ ﺔﺑﻮﺘﻜﻤﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻒﻴﻨﺼﺘﻟ CNN ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
Fashion-MNIST ﺲﺑﻼﻤﻟﺍ ﻒﻴﻨﺼﺘﻟ CNN ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ
CIFAR-10 ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺮﻔﺼﻟﺍ ﻦﻣ CNN ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺭ ﺝﺫﺎﻤﻧ ﻡﺍﺪﺨﺘﺳﺎﺑ Keras ﻲﻓ ﻢﻠﻌﺘﻟﺍ ﻞﻘﻧ
(%97 ﺔﻗﺪﺑ) ﻂﻄﻘﻟﺍﻭ ﺏﻼﻜﻟﺍ ﺭﻮﺻ ﻒﻴﻨﺼﺗ ﺔﻴﻔﻴﻛ
ﺓﺮﻴﻄﻤﻟﺍ ﻥﻭﺯﺎﻣﻷﺍ ﺕﺎﺑﺎﻐﻟ ﺔﻴﻋﺎﻨﺼﻟﺍ ﺭﺎﻤﻗﻷﺍ ﺭﻮﺼﻟ ﺕﺎﻘﺼﻠﻤﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺗ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻼﺧ ﻦﻣ ﺕﺎﻨﺋﺎﻜﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻓﺍﺮﻏﻮﺗﻮﻔﻟﺍ ﺭﻮﺼﻟﺍ ﻲﻓ ءﺎﻴﺷﻷﺍ ﻑﺎﺸﺘﻛﻻ Keras ﻲﻓ R-CNN ﻉﺎﻨﻗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ YOLOv3 ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻨﺋﺎﻜﻟﺍ ﻑﺎﺸﺘﻛﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺎﻴﺷﻷﺍ ﻦﻋ ﻒﺸﻜﻟﺍ ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺗ ﺔﻴﻔﻴﻛ
ﻩﻮﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻪﺟﻮﻟﺍ ﻑﺎﺸﺘﻛﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ VGGFace2 ﻡﺍﺪﺨﺘﺳﺎﺑ ﻪﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ FaceNet ﻡﺍﺪﺨﺘﺳﺎﺑ ﻩﻮﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ ﻡﺎﻈﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻩﻮﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﺓﺪﺣﺍﻭ ﺔﻄﻘﻠﺑ ﻢﻠﻌﺘﻟﺍ
GAN ﺕﺎﻜﺒﺷ ﻊﻣ ءﺪﺒﻠﻟ ﺩﺭﺍﻮﻤﻟﺍ ﻞﻀﻓﺃ
(GANs) ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺸﻟ ﺏﺎﺠﻋﻺﻟ ﺍﺮًﻴﺜﻣ ﺎﻘًﻴﺒﻄﺗ 18
(GANs) ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺓﺮﻘﺘﺴﻤﻟﺍ ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺷ ﺐﻳﺭﺪﺘﻟ ﺢﺋﺎﺼﻧ
ﺓﺮﻘﺘﺴﻤﻟﺍ ﺝﺫﺎﻤﻨﻟﺍ ﺐﻳﺭﺪﺘﻟ Keras ﻲﻓ GAN Hacks ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ Conv2DTransposeﻭ UpSampling2D ﺕﺎﻘﺒﻃ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺩﺎﻌﺑﻷﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺭﻮﺼﻠﻟ ﺔﻴﺤﻴﺿﻮﺘﻟﺍ ﺕﺎﻴﻤﺴﺘﻟﺍ ﺪﻟﻮﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
MNIST ﻦﻣ ﺪﻴﻟﺍ ﻂﺨﺑ ﺔﺑﻮﺘﻜﻣ ﻡﺎﻗﺭﺃ ﺪﻴﻟﻮﺘﻟ GAN ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻢﺠﺤﻟﺍ ﺓﺮﻴﻐﺻ ﺔﻧﻮﻠﻣ CIFAR10 ﺭﻮﺻ ءﺎﺸﻧﻹ GAN ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻩﻮﺟﻮﻟﺍ ءﺎﺸﻧﺇ ﺪﻨﻋ ﺔﻨﻣﺎﻜﻟﺍ GAN ﺔﺣﺎﺴﻣ ﻑﺎﺸﻜﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺮﻔﺼﻟﺍ ﻦﻣ (cGAN) ﺔﻃﻭﺮﺸﻤﻟﺍ GAN ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
GAN ﻞﺸﻓ ﻉﺎﺿﻭﺃ ﺺﻴﺨﺸﺗﻭ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺷ ﺝﺫﺎﻤﻧ ﻲﻓ ﺔﻟﻮﺟ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ) ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺷ ﻊﻣ ﺃﺪﺒﺗ ﻒﻴﻛ
ﺓﺭﺎﺴﺨﻟﺍ ﻒﺋﺎﻇﻭﻭ GAN ﺐﻳﺭﺪﺗ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺰﻴﻣﺮﺗ ﺔﻴﻔﻴﻛ
ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺸﻟ ﻦﻳﺎﺘﺷﺮﺳﺎﻓ ﺓﺭﺎﺴﺧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﺮﻔﺼﻟﺍ ﻦﻣ (WGAN) ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻠﻟ ﻦﻳﺎﺘﺷﺮﺳﺍﻭ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ ﺪﻋﺎﺴﻤﻟﺍ ﻒﻨﺼﻤﻠﻟ GAN (AC-GAN) ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ (InfoGAN) ﺕﺎﻣﻮﻠﻌﻤﻟﺍ ﻢﻴﻈﻌﺘﻟ GAN ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
Keras ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ (SGAN) ﻑﺍﺮﺷﻺﻟ ﺔﻌﺿﺎﺧ ﻪﺒﺷ GAN ﺔﻜﺒﺷ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ (LSGAN) ﻯﺮﻐﺼﻟﺍ ﺕﺎﻌﺑﺮﻤﻠﻟ ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
Pix2Pix ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺔﻜﺒﺸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ Pix2Pix GAN ﺝﺫﺎﻤﻧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﺭﻮﺼﻟﺍ ﻰﻟﺇ ﺭﻮﺼﻟﺍ ﺔﻤﺟﺮﺘﻟ Pix2Pix GAN ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺭﻮﺼﻟﺍ ﺔﻤﺟﺮﺘﻟ CycleGAN ﻰﻟﺇ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻔﺼﻟﺍ ﻦﻣ CycleGAN ﺝﺫﺎﻤﻧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺻ ﻰﻟﺇ ﺓﺭﻮﺻ ﻦﻣ ﺔﻤﺟﺮﺘﻠﻟ CycleGAN ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻣﺎﻨﺘﻤﻟﺍ GAN ﺔﻜﺒﺸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
Keras ﻲﻓ ﺔﻴﻣﺎﻨﺘﻤﻟﺍ ﺔﻴﻣﺪﻘﺘﻟﺍ GAN ﺝﺫﺎﻤﻧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻩﻮﺟﻮﻟﺍ ﻊﻴﻤﺠﺘﻟ Keras ﻲﻓ ﻲﻣﺎﻨﺘﻤﻟﺍ GAN ﺐﻳﺭﺪﺗ ﺔﻴﻔﻴﻛ
ﺏﻮﻠﺳﻸﻟ ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺔﻜﺒﺷ ،StyleGAN ﻰﻟﺇ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
(GANs) ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺷ ﻦﻋ ﺐﺘﻛ 9
ﺓﺮﻴﺒﻜﻟﺍ ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺔﻜﺒﺷ ،BigGAN ﻦﻋ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺷ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
GAN ﺕﺎﻜﺒﺷ ﻢﻴﻴﻘﺘﻟ (IS) ﺔﻳﺍﺪﺒﻟﺍ ﻁﺎﻘﻧ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
Gans ﻢﻴﻴﻘﺘﻟ Frechet (FID) ﺲﻴﺳﺄﺗ ﺔﻓﺎﺴﻣ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻴﺴﻓﺎﻨﺘﻟﺍ ﺔﻜﺒﺸﻟﺍ ﻥﺍﺪﻘﻓ ﻒﺋﺎﻇﻮﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻦﺴﻨﺟ ﻲﻓ ﺓﺍﻭﺎﺴﻤﻟﺍ ﻡﺪﻌﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺟﺫﺎﺴﻟﺍ ﻒﻴﻨﺼﺘﻟﺍ ﺕﺎﻴﺠﻴﺗﺍﺮﺘﺳﺍ ﻢﻴﻴﻘﺗﻭ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻝﺎﻤﺘﺣﻻﺎﺑ ءﺪﺒﻠﻟ ﺩﺭﺍﻮﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﻻﺎﻤﺘﺣﻻﺍ ﻢﻠﻌﺘﻟ ﺏﺎﺒﺳﺃ 5
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻦﻴﻘﻴﻟﺍ ﻡﺪﻌﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺕﺎﻌﻳﺯﻮﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻠﺼﻔﻨﻤﻟﺍ ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺕﺎﻌﻳﺯﻮﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺮﻤﺘﺴﻤﻟﺍ ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺕﺎﻌﻳﺯﻮﺘﻟﺍ
ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺔﻓﺎﺜﻜﻟﺍ ﺮﻳﺪﻘﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻃﺮﺸﻟﺍﻭ ﺔﻴﺸﻣﺎﻬﻟﺍﻭ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺕﻻﺎﻤﺘﺣﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻃﺮﺸﻟﺍﻭ ﺔﻴﺸﻣﺎﻬﻟﺍﻭ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺕﻻﺎﻤﺘﺣﻼﻟ ﺱﺪﺤﻟﺍ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻠﻤﻌﻟﺍ ﺔﻠﺜﻣﻷﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺱﺪﺣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻟﺎﻤﺘﺣﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺰﻳﺎﺑ ﺔﻳﺮﻈﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ Naive Bayes ﻒﻨﺼﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻱﺰﻳﺎﺑ ﻦﻴﺴﺤﺗ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﺔﻳﺰﻳﺎﺒﻟﺍ ﺩﺎﻘﺘﻋﻻﺍ ﺕﺎﻜﺒﺸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺕﺎﻣﻮﻠﻌﻤﻟﺍ ﺎﻴﺑﻭﺮﺘﻧﺇ ﻰﻟﺇ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻟﺩﺎﺒﺘﻤﻟﺍ ﺕﺎﻣﻮﻠﻌﻤﻟﺍﻭ ﺕﺎﻣﻮﻠﻌﻤﻟﺍ ﺏﺎﺴﺘﻛﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ KL ﺪﻋﺎﺒﺗ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ Naive Bayes ﻒﻨﺼﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻌﻃﺎﻘﺘﻤﻟﺍ ﺎﻴﺑﻭﺮﺘﻧﻺﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻝﺎﻤﺘﺣﺍ ﻰﺼﻗﺃ ﺮﻳﺪﻘﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻥﺍﺮﻴﺠﻟﺍ ﺏﺮﻗﺃ ﺮﻳﻮﻄﺗ
ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺮﻳﺪﻘﺘﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻊﻣ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻟﺎﻤﺘﺣﻼﻟ ﺮﻳﺪﻘﺗ ﻰﺼﻗﺃ ﻊﻣ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻼﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
MDLﻭ ،AIC، BIC ﻊﻣ ﻲﻟﺎﻤﺘﺣﻻﺍ ﺝﺫﻮﻤﻨﻟﺍ ﺭﺎﻴﺘﺧﺍ
(EM ﺔﻴﻣﺯﺭﺍﻮﺧ) ﺕﺎﻌﻗﻮﺘﻟﺍ ﻢﻴﻈﻌﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻟﺎﻤﺘﺣﻼﻟ ﻮﻟﺭﺎﻛ ﺖﻧﻮﻣ ﺕﺎﻨﻴﻋ ﺬﺧﻷ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺕﻻﺎﻤﺘﺣﻼﻟ ﻮﻟﺭﺎﻛ ﺖﻧﻮﻣ ﻑﻮﻛﺭﺎﻣ ﺔﻠﺴﻠﺴﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ (MAP) ﺪﻌﺒﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻰﻟﺇ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻢﻠﻌﺘﻟﺍ ﻦﻣ ﺎﻔًﻠﺘﺨﻣ ﺎﻋًﻮﻧ 14
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻒﻠﻣ ﻲﻓ NumPy ﺔﻓﻮﻔﺼﻣ ﻆﻔﺣ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺍﺆﺒﻨﺘﺑ ﺝﺫﻮﻤﻨﻟﺍ ﻝﺎﺧﺩﺇ ﺕﺎﻧﺎﻴﺑ ﻂﺑﺭ ﺔﻴﻔﻴﻛ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻚﻴﺘﺳﺎﻛﻮﺘﺳ ﺮﺷﺆﻣ ﻲﻨﻌﻳ ﺍﺫﺎﻣ
Scikit-Learn ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﺕﺎﻨﺋﺎﻛ ﻡﺍﺪﺨﺘﺳﺍ ﺓﺩﺎﻋﺇﻭ ﻆﻔﺣ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺮﻴﻔﺸﺘﻟ ﻕﺮﻃ 3
ﺔﻳﻮﺌﻔﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ﺔﻘﻳﺮﻃ ﺭﺎﻴﺘﺧﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺒﻳﺮﺠﺘﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺔﻟﺍﺩ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺝﺫﻮﻤﻨﻟﺍ ﺭﺎﻴﺘﺧﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﻄﻟﺍ ﻕﺎﻄﻧ ﺝﺭﺎﺧ ﺕﺍﺆﺒﻨﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﻠﻤﻋ ﺔﻠﺜﻣﺃ ﻊﻣ ﺰﻳﺎﺑ ﺔﻳﺮﻈﻨﻟ ﻚﺳﺪﺣ ﺮﻳﻮﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺰﻴﻤﺘﻤﻟﺍ ﻢﻠﻌﺘﻤﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻒﻴﻨﺼﺘﻟ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻂﺒﺿ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺍﺪﺤﻧﻼﻟ ﺔﻓﺪﻬﺘﺴﻤﻟﺍ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻘﻓﺍﻮﺘﻟﺍﻭ ﺔﻴﺳﺪﻨﻬﻟﺍﻭ ﺔﻴﺑﺎﺴﺤﻟﺍ ﻞﺋﺎﺳﻮﻟﺍ
ﺔﻴﺳﺎﻴﻘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻤﻟ ﺞﺋﺎﺘﻨﻟﺍ ﻞﻀﻓﺃ
tf.keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺃﺪﺑﺍ :TensorFlow 2 ـﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﻹ ColumnTransformer ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺩﺭﺍﻮﻤﻟﺍ ﻞﻀﻓﺃ
ﻑﺍﺮﺤﻧﻻﺍ ﺓﺪﻳﺪﺷ ﺔﻴﻘﺒﻄﻟﺍ ﺕﺎﻌﻳﺯﻮﺘﻠﻟ ﺱﺪﺤﻟﺍ ﺮﻳﻮﻄﺗ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻴﺳﺎﻴﻘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ
ﺔﻧﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﺔﻴﻘﺒﻄﻟﺍ ﺕﺎﻌﻳﺯﻮﺘﻠﻟ ﻒﻴﻨﺼﺘﻟﺍ ﺔﻗﺩ ﻞﺸﻓ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ F ﺱﺎﻴﻗﻭ ءﺎﻋﺪﺘﺳﻻﺍﻭ ﺔﻗﺪﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﻖﻴﻗﺪﻟﺍ ﻉﺎﺟﺮﺘﺳﻻﺍ ﺕﺎﻴﻨﺤﻨﻣﻭ ROC ﺕﺎﻴﻨﺤﻨﻣ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﻢﻴﻴﻘﺘﻟﺍ ﺲﻴﻳﺎﻘﻣ ﻲﻓ ﺔﻟﻮﺟ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻴﻟﺎﻤﺘﺣﻻﺍ ﺲﻴﻳﺎﻘﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ k-Fold ﻊﻃﺎﻘﺘﻤﻟﺍ ﻖﻘﺤﺘﻟﺍ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ
؟ﻥﺯﺍﻮﺘﻣ ﺮﻴﻏ ﻒﻴﻨﺼﺗ ﺱﺎﻴﻘﻣ ﻞﻜﻟ ﺝﺫﺎﺴﻟﺍ ﻒﻨﺼﻤﻟﺍ ﻮﻫ ﺎﻣ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺭﺎﺒﺘﻋﻻﺍ ﻲﻓ ﺬﺧﻷﺍﻭ ﺕﺎﻨﻴﻌﻟﺍ ﺬﺧﺃ ﻲﻓ ﻲﺋﺍﻮﺸﻌﻟﺍ ﻁﺍﺮﻓﻹﺍ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ
SMOTE ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ Undersampling ﺕﺎﻴﻣﺯﺭﺍﻮﺧ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﻞﺟﺃ ﻦﻣ ﺕﺎﻨﻴﻌﻟﺍ ﻞﻴﻠﻘﺗﻭ ﺕﺎﻨﻴﻌﻟﺍ ﺬﺧﺃ ﻲﻓ ﻁﺍﺮﻓﻹﺍ ﻦﻴﺑ ﻊﻤﺠﻟﺍ ﺔﻴﻔ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻨﻴﻋ ﺬﺧﺃ ﻕﺮﻃ ﻲﻓ ﺔﻟﻮﺟ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻔﻠﻜﺘﻠﻟ ﺱﺎﺴﺤﻟﺍ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻔﻠﻜﺘﻠﻟ ﺔﺳﺎﺴﺤﻟﺍ ﺭﺍﺮﻘﻟﺍ ﺭﺎﺠﺷﺃ
SVM ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻔﻠﻜﺘﻠﻟ ﺔﺳﺎﺴﺤﻟﺍ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻔﻠﻜﺘﻠﻟ ﺔﺳﺎﺴﺣ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ XGBoost ﻦﻳﻮﻜﺗ ﺔﻴﻔﻴﻛ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﻞﺟﺃ ﻦﻣ ﺔﻔﻠﻜﺘﻠﻟ ﺱﺎﺴﺤﻟﺍ ﻢﻠﻌﺘﻟﺍ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﺒﺘﻌﻟﺍ ﻚﻳﺮﺤﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺕﺎﺑﺎﻐﻟﺍﻭ ﺔﺌﺒﻌﺘﻟﺍ
ﺔﻧﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻤﻟ ﺓﺪﺣﺍﻭ ﺔﺌﻓ ﻦﻣ ﻒﻴﻨﺼﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ
؟ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﺐﻌﺼﻳ ﺍﺫﺎﻤﻟ
ﺓﺎﻴﺤﻟﺍ ﺪﻴﻗ ﻰﻠﻋ ﻱﺪﺜﻟﺍ ﻥﺎﻃﺮﺳ ﺔﻀﻳﺮﻣ ءﺎﻘﺒﻟ ﻲﻟﺎﻤﺘﺣﺍ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻄﻔﻨﻟﺍ ﺕﺎﺑﺎﻜﺴﻧﻻﺍ ﻦﻋ ﻒﺸﻜﻠﻟ ﻥﺯﺍﻮﺘﻣ ﺮﻴﻏ ﻒﻴﻨﺼﺗ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ Fbeta ﺱﺎﻴﻘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﺕﻻﺎﻤﺘﺣﺍ ﺓﺮﻳﺎﻌﻣ ﺔﻴﻔﻴﻛ
ﺊﻴﺴﻟﺍﻭ ﺪﻴﺠﻟﺍ ﻥﺎﻤﺘﺋﻼﻟ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻠﻟ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ
ﻱﺪﺜﻠﻟ ﻲﻋﺎﻌﺸﻟﺍ ﺮﻳﻮﺼﺘﻟﺎﺑ ﺔﻘﻴﻗﺪﻟﺍ ﺕﺎﺴﻠﻜﺘﻟﺍ ﻦﻋ ﻒﺸﻜﻠﻟ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﺝﺫﻮﻤﻧ
ﺕﻮﺼﻠﻟ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻤﻟ ﻱﺆﺒﻨﺘﻟﺍ ﺝﺫﻮﻤﻨﻟﺍ
ﻦﻴﻐﻟﺎﺒﻟﺍ ﻞﺧﺩ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻊﻣ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ
ﺔﻧﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ ﻊﻳﺭﺎﺸﻤﻟ ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ ﺭﺎﻃﺇ
ﺔﻴﻟﺎﻴﺘﺣﻻﺍ ﻥﺎﻤﺘﺋﻻﺍ ﺕﺎﻗﺎﻄﺑ ﺕﻼﻣﺎﻌﻣ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻊﻣ ﻥﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﻒﻴﻨﺼﺘﻟﺍ
ﺝﺎﺟﺰﻟﺍ ﺪﻳﺪﺤﺗ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻊﻣ ﻥﺯﺍﻮﺘﻣ ﺮﻴﻏ ﺕﺎﺌﻔﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺗ
E.coli ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻊﻣ ﻥﺯﺍﻮﺘﻣ ﺮﻴﻏ ﺕﺎﺌﻔﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺗ
ﻒﺋﺎﻇﻮﻟﺍ ﺐﻳﺮﻘﺗ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻲﻫ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﺟﺮﺨﻤﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺓﺰﻴﻤﻟﺍ ﺔﻴﻤﻫﺃ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
CatBoostﻭ LightGBMﻭ XGBoostﻭ Scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻊﻴﻤﺠﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ 10
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻒﻴﻨﺼﺘﻟﺍ ﻡﺎﻬﻣ ﻦﻣ ﻉﺍﻮﻧﺃ 4
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺲﻳﺪﻜﺗ
ﺕﺎﺌﻔﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺘﻟ ﺪﺣﺍﻭ ﻞﺑﺎﻘﻣ ﺪﺣﺍﻭﻭ ﺔﺣﺍﺮﻟﺍ ﻞﺑﺎﻘﻣ ﺪﺣﺍﻭ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ Little-n (p >> n)ﻭ Big-p ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺖﻳﻮﺼﺘﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺕﺎﺑﺎﻐﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻓﺎﺿﺇ ﺭﺎﺠﺷﺃ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻳﺮﺤﻟﺍ ﺕﺎﺟﺭﺪﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺌﺒﻌﺘﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺝﺫﻮﻤﻨﻟﺍﻭ ﺔﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ AdaBoost ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ ﺔﻟﺁ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺩﺎﻌﺑﻷﺍ ﺾﻴﻔﺨﺘﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﻦﻣ ﺪﺤﻠﻟ ﻲﺴﻴﺋﺮﻟﺍ ﻥﻮﻜﻤﻟﺍ ﻞﻴﻠﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﻞﻴﻠﻘﺘﻟ ﺓﺩﺮﻔﻤﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻞﻴﻠﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﻞﻴﻠﻘﺘﻟ ﻲﻄﺨﻟﺍ ﻱﺰﻴﻴﻤﺘﻟﺍ ﻞﻴﻠﺤﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻠﻟ ﻲﺋﺎﺼﺣﻹﺍ ﺏﺎﺴﺘﺣﻹﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻗﺎﻄﻟﺍ ﺕﻼﻳﻮﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻤﻜﻟﺍ ﺕﻼﻳﻮﺤﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺰﻴﻴﻤﺘﻟﺍ ﺕﻼﻳﻮﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﻻ (RFE) ﺔﻳﺩﻮﻌﻟﺍ ﺓﺰﻴﻤﻟﺍ ﺔﻟﺍﺯﺇ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻓﺮﻄﺘﻤﻟﺍ ﻢﻴﻘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺱﺎﻴﻗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺩﻭﺪﺤﻟﺍ ﺓﺮﻴﺜﻛ ﺕﺍﺰﻴﻤﻟﺍ ﺕﻼﻳﻮﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻟﻭﺪﺠﻟﺍ ﺕﺎﻧﺎﻴﺒﻠﻟ ﺭﺎﺒﺘﺧﻻﺍ ﺖﻗﻭ ﺓﺩﺎﻳﺯ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻠﻟ ﻱﺭﺍﺮﻜﺘﻟﺍ ﺩﺎﻨﺳﻹﺍ
ﺔﻳﺩﺪﻌﻟﺍ ﻝﺎﺧﺩﻹﺍ ﺕﺎﻧﺎﻴﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﺭﺍﺪﺤﻧﻻﺍ ﺕﺎﻧﺎﻴﺒﻟ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ MinMaxScalerﻭ StandardScaler ﺕﻼﻳﻮﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺔﻳﻮﺌﻔﻟﺍ ﺕﺎﻧﺎﻴﺒﻠﻟ ﺔﻨﺧﺎﺴﻟﺍ ﺓﺪﺣﺍﻮﻟﺍﻭ ﺔﻴﺒﻴﺗﺮﺘﻟﺍ ﺕﺍﺰﻴﻣﺮﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺍﺪًﺟ ﺎﻤًﻬﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﺪﻌﻳ ﺍﺫﺎﻤﻟ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻉﻭﺮﺸﻣ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﻮﻫ ﺎﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﺕﺎﻴﻨﻘﺗ ﻝﻮﺣ ﺔﻟﻮﺟ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ءﺍﺮﺟﺇ ﺪﻨﻋ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺏﺮﺴﺗ ﺐﻨﺠﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻠﻟ kNN ﺏﺎﺴﺘﺣﺍ
(ﺏﺎﺘﻛ ﺔﻌﺟﺍﺮﻣ) ﺎﻫﺭﺎﻴﺘﺧﺍﻭ ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻫ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ
ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻫﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ﻦﻋ ﺐﺘﻜﻟﺍ ﻞﻀﻓﺃ 8
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﻕﺮﻃ ﺭﺎﻴﺘﺧﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻟﻭﺪﺠﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﺓﺰﻴﻣ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺝﺭﺎﺨﻟﺍ ﻦﻋ ﻲﺋﺎﻘﻠﺘﻟﺍ ﻒﺸﻜﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ 4
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺩﺎﻌﺑﻷﺍ ﺾﻴﻔﺨﺗ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ 6
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﺕﺎﻴﻨﻘﺗ ﻞﻤﻋ ﺭﺎﻃﺇ
ﺚﺤﺒﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺍﺪﻋﺇ ﺕﺎﻴﻨﻘﺗ ﺔﻜﺒﺷ ﺔﻴﻔﻴﻛ
Scikit-Learn ـﻟ ﺔﺼﺼﺨﻣ ﺕﺎﻧﺎﻴﺑ ﺕﻼﻳﻮﺤﺗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻠﻟ ﺔﻴﺋﺎﻨﺛ ﺕﺎﻣﻼﻋ ﻒﺿﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﺋﺎﻘﺘﻧﺍ ﻞﻜﺸﺑ ﺔﻳﺩﺪﻌﻟﺍ ﻝﺎﺧﺩﻹﺍ ﺕﺍﺮﻴﻐﺘﻣ ﺱﺎﻴﻗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺘﻟ ﺭﺎﺒﺘﺧﻻﺍﻭ ﺐﻳﺭﺪﺘﻟﺍ ﻢﻴﺴﻘﺗ
LOOCV ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻢﻴﻴﻘﺘﻟ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻞﺧﺍﺪﺘﻤﻟﺍ ﻝﺩﺎﺒﺘﻤﻟﺍ ﻖﻘﺤﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺔﻧﺭﺎﻘﻤﻟ ﺔﻴﺿﺮﻔﻟﺍ ﺭﺎﺒﺘﺧﺍ
NumPy ﻲﻓ ﺓﺪﻤﻋﻷﺍﻭ ﻑﻮﻔﺼﻠﻟ ﺭﻮﺤﻣ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺒﻨﻟﺍ ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
ﺕﺎﺟﺮﺨﻤﻟﺍ ﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻼﻟ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻣ ﺕﺎﻘﺼﻠﻤﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺗ
ﺭﺍﺪﺤﻧﻻﺍﻭ ﻒﻴﻨﺼﺘﻠﻟ AutoKeras ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Scikit-Optimize ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻂﺒﻀﻟ
Auto-Sklearn ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ
HyperOpt ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ Scikit-Learn
ﺔﻜﺒﺸﻟﺍ ﻲﻓ ﺚﺤﺒﻟﺍﻭ ﻲﺋﺍﻮﺸﻌﻟﺍ ﺚﺤﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻦﻴﺴﺤﺗ
(CASH ﻦﻴﺴﺤﺗ) ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻦﻴﺴﺤﺗﻭ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﺭﺎﻴﺘﺧﺍ ﻦﻴﺑ ﻊﻤﺠﻟﺍ
ﻥﻮﺜﻴﺒﻟ (AutoML) ﻲﻟﻵﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﺒﺘﻜﻣ
Scikit-Learn ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺍﻮﻨﻟﺍ ﺩﺪﻌﺘﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺭﺎﺒﺘﺧﻻﺍ ﺔﻋﻮﻤﺠﻣ ﻰﻠﻋ ﺐﻳﺭﺪﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺭﺎﺒﺘﺧﻻﺍ ﺔﻋﻮﻤﺠﻣ ﻲﻓ ﻝﻼﺘﻟﺍ ﻖﻠﺴﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻲﻄﺨﻟﺍ ﻱﺰﻴﻴﻤﺘﻟﺍ ﻞﻴﻠﺤﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺮﻄﻘﻟﺍ ﻒﺼﻧ ﻥﺍﺮﻴﺟ ﻒﻴﻨﺼﺗ ﺔﻴﻣﺯﺭﺍﻮﺧ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻴﺳﻮﻐﻟﺍ ﺕﺎﻴﻠﻤﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻱﻮﻘﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻧﺮﻤﻟﺍ ﺔﻴﻓﺎﺼﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺝﺪﻳﺭ ﺭﺍﺪﺤﻧﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ LASSO ﺭﺍﺪﺤﻧﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﺸﻤﻜﻨﻤﻟﺍ ﻰﻄﺳﻮﻟﺍ ﻂﻘﻨﻟﺍ ﺏﺮﻗﺃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ LARS ﺭﺍﺪﺤﻧﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ (ECOC) ءﺎﻄﺧﻷﺍ ﺢﻴﺤﺼﺘﻟ ﺝﺍﺮﺧﻹﺍ ﺯﻮﻣﺭ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺍﻮﺸﻋ ﺔﻴﺋﺰﺟ ءﺎﻀﻓ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﺋﺍﻮﺸﻋ ﺔﺑﺎﻏ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺋﺍﻮﺸﻌﻟﺍ ﻞﺘﻟﺍ ﻖﻠﺴﺗ
ﻲﻋﺎﻤﺠﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻤﻋ ﺔﻴﻔﻴﻜﻟ ﺱﺪﺤﻟﺍ ﺮﻳﻮﻄﺗ
Scikit-Learn ﻲﻓ ﺔﺒﻛﺍﺮﺘﻤﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ (MARS) ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺩﺪﻌﺘﻣ ﻲﻔﻴﻜﺘﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻁﻮﻄﺧ
ﺔﻔﻠﺘﺨﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﻼﻳﻮﺤﺗ ﻊﻣ ﺔﺌﺒﻌﺘﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﻻ ﺔﻴﻋﺮﻓ ﺔﻓﺎﺴﻣ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ PyCaret ﻦﻋ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻴﺑ ﻲﻓ (XGBoost) ﻊﻗﺪﻤﻟﺍ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ ﺔﻋﻮﻤﺠﻣ
.(LightGBM) ﻒﻴﻔﺨﻟﺍ ﺝﺭﺪﺘﻟﺎﺑ ﺓﺯﺰﻌﻤﻟﺍ ﺔﻟﻵﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
XGBoost ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺕﺎﺑﺎﻐﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻲﻋﺎﻤﺠﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺰﻣ
ﺎﻳًﻭﺪﻳ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ ﻦﻴﺴﺤﺗ ﺔﻴﻔﻴﻛ
ﻒﻴﻨﺼﺘﻠﻟ ﻲﺋﺎﻘﻠﺘﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺰﻴﻣ ﺝﺍﺮﺨﺘﺳﺍ
ﺭﺍﺪﺤﻧﻼﻟ ﻲﺋﺎﻘﻠﺘﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺰﻴﻣ ﺝﺍﺮﺨﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻴﻨﺼﺘﻠﻟ ﻥﻭﺮﺘﺒﺳﺮﻴﺑ ﺔﻴﻣﺯﺭﺍﻮﺧ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻲﻜﻴﻣﺎﻨﻳﺪﻟﺍ ﻒﻨﺼﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ﺕﺎﻋﻮﻤﺠﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ ﺐﺘﻛ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻱﻮﻠﺘﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻮﻫ ﺎﻣ
ﻡﺎﻛﻭﺃ ﺓﺮﻔﺷﻭ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺪﻴﻘﻌﺗ ﺔﻋﻮﻤﺠﻣ
ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻦﻴﺴﺤﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻰﻟﺇ ﺓﺪﻨﺘﺴﻤﻟﺍ ﺝﺭﺪﺘﻟﺍ ﺰﻳﺰﻌﺗ ﺕﺎﻋﻮﻤﺠﻣ
ﺕﺎﻘﺼﻠﻤﻟﺍ ﺮﺸﻧ ﻊﻣ ﻑﺍﺮﺷﻺﻟ ﻊﺿﺎﺨﻟﺍ ﻪﺒﺷ ﻢﻠﻌﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺩﻭﺪﺤﻟﺍ ﺩﺪﻌﺘﻣ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ
ﺕﺎﻘﺼﻠﻤﻟﺍ ﺮﺸﻧ ﻊﻣ ﻑﺍﺮﺷﻺﻟ ﻊﺿﺎﺨﻟﺍ ﻪﺒﺷ ﻢﻠﻌﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﺟﺬﻤﻧ ﺐﻴﺑﺎﻧﺃ ﻁﻮﻄﺨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻴﻐﺘﻤﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻔﻴﻇﻮﻟﺍ ﻦﻴﺴﺤﺗ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻡﺩﺁ ﺩﻮﻛ ﻦﻴﺴﺤﺗ ﺔﻴﻣﺯﺭﺍﻮﺧ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻂﻴﺸﻨﺘﻟﺍ ﺔﻔﻴﻇﻭ ﺭﺎﻴﺘﺧﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Nelder-Mead ﻦﻴﺴﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺕﺍﺭﺎﻴﺴﻟﺍ ﻰﻠﻋ ﻦﻴﻣﺄﺘﻟﺍ ﺕﺎﻋﻮﻓﺪﻤﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﻤﻟﺎﻌﻟﺍ ﻦﻴﺴﺤﺘﻟﺍ ﻞﺑﺎﻘﻣ ﻲﻠﺤﻤﻟﺍ ﻦﻴﺴﺤﺘﻟﺍ
ﻲﺋﺍﻮﺸﻌﻟﺍ ﺝﺭﺪﺘﻟﺍ ﻝﻭﺰﻧﻭ ﻲﺴﻜﻌﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﻥﺯﻮﻟﺍ ﺔﺌﻴﻬﺗ
ﺎﻳًﻭﺪﻳ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﺎﻤﻧ ﺔﻣءﻼﻤﻟ ﻦﻴﺴﺤﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺮﻴﻔﺳﻮﻧﻮﻳﻷﺍ ﺔﻘﺒﻃ ﻲﻓ ﺕﺎﺑﺍﺮﻄﺿﻻﺎﺑ ﺆﺒﻨﺘﻠﻟ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
ﻲﺋﺍﻮﺸﻌﻟﺍ ﻦﻴﺴﺤﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻧﺎﺠﻣ ءﺍﺪﻏ ﺔﻳﺮﻈﻧ ﺪﺟﻮﺗ ﻻ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻦﻳﺪﻠﺘﻟﺍ ﺓﺎﻛﺎﺤﻣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺆﺒﻨﺘﻟﺍ ﺕﺍﺮﺘﻓ
ﺝﺫﻮﻤﻨﻟﺍ ءﺍﺩﺃ ﻞﺑﺎﻘﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻢﺠﺣ ﺔﻴﺳﺎﺴﺣ ﻞﻴﻠﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺭﻮﻄﺘﻟﺍ ﺕﺎﻴﺠﻴﺗﺍﺮﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻲﻤﻟﺎﻌﻟﺍ ﻞﺜﻣﻷﺍ ﻲﻠﺿﺎﻔﺘﻟﺍ ﺭﻮﻄﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺔﻄﻴﺴﺑ ﺔﻴﺛﺍﺭﻭ ﺔﻴﻣﺯﺭﺍﻮﺧ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻦﻣ ﺪﻳﺰﻤﺑ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ ﺚﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﻒﺋﺎﻇﻮﻟﺍ ﻦﻴﺴﺤﺘﻟ ﻲﻜﺒﺸﻟﺍ ﺚﺤﺒﻟﺍﻭ ﻲﺋﺍﻮﺸﻌﻟﺍ ﺚﺤﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺽﻮﺤﻟﺍ ﻰﻠﻋ ﺰﻔﻘﻟﺍ ﻦﻴﺴﺤﺗ
ﺔﻳﺪﻘﻨﻟﺍ ﻕﺍﺭﻭﻷﺍ ﻖﻴﺛﻮﺘﻟ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ
ﺮﻔﺼﻟﺍ ﻦﻣ ﻑﻭﺮﻴﺘﺴﻴﻧ ﻢﺧﺯ ﻊﻣ ﺝﺭﺪﺘﻤﻟﺍ ﻁﻮﺒﻬﻟﺍ
ﺮﻔﺼﻟﺍ ﻦﻣ Nadam ﻊﻣ ﺝﺭﺪﺘﻟﺍ ﻝﻭﺰﻧ ﻦﻴﺴﺤﺗ
XGBoost ﻥﺍﺪﻘﻓ ﻒﺋﺎﻇﻮﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺎﻳًﻭﺪﻳ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻨﻟ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻦﻴﺴﺤﺗ ﺔﻴﻔﻴﻛ
ﺔﻔﻴﻇﻮﻟﺍ ﻦﻴﺴﺤﺘﻟ (2D) ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺭﺎﺒﺘﺧﺍ ﻒﺋﺎﻇﻭ
ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻨﺤﻨﻣ ﻊﻣ XGBoost ءﺍﺩﺃ ﻂﺒﻀﺑ ﻢﻗ
ﺯﺩﻭﻭ ﻱﺪﺜﻠﻟ ﻲﻋﺎﻌﺸﻟﺍ ﺮﻳﻮﺼﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻤﻟ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺭﺮﻜﺘﻤﻟﺍ ﻲﻠﺤﻤﻟﺍ ﺚﺤﺒﻟﺍ
ﺭﺍﺪﺤﻧﻻﺍﻭ ﻙﺮﺘﺸﻤﻟﺍ ﻒﻴﻨﺼﺘﻠﻟ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ
ﻥﺎﻃﺮﺴﻟﺍ ءﺎﻘﺑ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻤﻟ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﺮﻳﻮﻄﺗ
؟ﻑﺍﺮﺷﻺﻟ ﻊﺿﺎﺨﻟﺍ ﻪﺒﺷ ﻢﻠﻌﺘﻟﺍ ﻮﻫ ﺎﻣ
ﺮﻔﺼﻟﺍ ﻦﻣ Adadelta ﻊﻣ ﺝﺭﺪﺘﻤﻟﺍ ﺐﺴﻨﻟﺍ
ﺮﻔﺼﻟﺍ ﻦﻣ ﺝﺭﺪﺘﻤﻟﺍ ﻝﻭﺰﻨﻟﺍ ﻦﻴﺴﺤﺗ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻲﻋﺎﻤﺠﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻋﺎﻤﺠﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺍﺆﺒﻨﺘﻟﺍ ﻦﻴﺑ ﻊﻤﺠﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺹﺍﺮﺘﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺮﻫﻮﺟ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻴﻨﺼﺘﻠﻟ (DES) ﺔﻴﻜﻴﻣﺎﻨﻳﺪﻟﺍ ﺔﻋﻮﻤﺠﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺐﻳﺬﺸﺘﻟﺍﻭ ﻮﻤﻨﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ
ءﺍﺮﺒﺨﻟﺍ ﻕﺮﻓ ﻦﻣ ﺞﻳﺰﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻋﺎﻤﺠﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ءﺎﻔﻌﻀﻟﺍ ﻦﻴﻤﻠﻌﺘﻤﻟﺍ ﻞﺑﺎﻘﻣ ءﺎﻳﻮﻗﻷﺍ ﻥﻮﻤﻠﻌﺘﻤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺤﺟﺮﻤﻟﺍ ﺕﺎﻄﺳﻮﺘﻤﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻋﻮﻤﺠﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﺰﻳﺰﻌﺗ ﺮﻫﻮﺟ
ﺝﺫﺎﻤﻨﻟﺍ ﺩﺪﻌﺘﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﻉﻮﻨﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
BFGS ﻦﻴﺴﺤﺗ ﺔﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﻭﺩﺰﻤﻟﺍ ﻦﻳﺪﻠﺘﻟﺍ ﻦﻴﺴﺤﺗ
ﺮﻔﺼﻟﺍ ﻦﻣ RMSProp ﻊﻣ ﺝﺭﺪﺘﻟﺍ ﻝﻭﺰﻧ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻂﺨﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ ﻦﻴﺴﺤﺗ
ﺔﻔﻴﻇﻮﻟﺍ ﻦﻴﺴﺤﺘﻟ (1D) ﺪﻌﺒﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺭﺎﺒﺘﺧﺍ ﻒﺋﺎﻇﻭ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺎﻤًﻬﻣ ﻦﻴﺴﺤﺘﻟﺍ ﺪﻌﻳ ﺍﺫﺎﻤﻟ
ﺮﻔﺼﻟﺍ ﻦﻣ AdaMax ﻊﻣ ﺝﺭﺪﺘﻟﺍ ﻝﻭﺰﻧ ﻦﻴﺴﺤﺗ
ﺮﻔﺼﻟﺍ ﻦﻣ AMSGrad ﻊﻣ ﺝﺭﺪﺘﻟﺍ ﻝﻭﺰﻧ ﻦﻴﺴﺤﺗ
ﺮﻔﺼﻟﺍ ﻦﻣ AdaGrad ﻊﻣ ﺝﺭﺪﺘﻤﻟﺍ ﺐﺴﻨﻟﺍ
scikit-Learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻴﺑﺎﻧﻷﺍ ﻁﻮﻄﺧ ﻦﻴﺴﺤﺗ ﺔﺟﺬﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻠﺿﺎﻔﺘﻟﺍ ﺭﻮﻄﺘﻟﺍ
ﺮﻴﻴﻐﺘﻟﺍ ﻝﺪﻌﻣ :ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ ﻲﻓ ﺔﻴﺳﺎﺳﻷﺍ ﻢﻴﻫﺎﻔﻤﻟﺍ
ﻞﻤﻌﻳ ﺍﺫﺎﻤﻟ :ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ
ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺤﻟ ﺔﻘﺒﺴﻤﻟﺍ ﺕﺎﺒﻠﻄﺘﻤﻟﺍ ﻝﻮﺣ ﺓﺮﻴﺼﻗ ﺔﻟﻮﺟ :ءﺪﺒﻟﺍ ﻞﺒﻗ ﻪﺘﻓﺮﻌﻣ ﻰﻟﺇ
ﺔﻳﺭﺍﺮﻤﺘﺳﻻﺍﻭ ﺩﻭﺪﺤﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺩﻭﺪﺤﻟﺍ ﺕﺍﺩﺪﻌﺘﻣﻭ ﻯﻮﻘﻟﺍ ﺕﺎﻘﺘﺸﻤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
L'Hospital ﺓﺪﻋﺎﻗﻭ ﺓﺩﺪﺤﻤﻟﺍ ﺮﻴﻏ ﻝﺎﻜﺷﻸﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺩﺪﻌﺘﻣ ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺤﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ءﻲﺷ ﻱﺄﺑ ﻖﻠﻌﺘﻳ ﺎﻤﻴﻓ ﺰﻴﻴﻤﺘﻟﺍ - ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ
ﺔﻬﺠﺘﻤﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺕﺍﺫ ﻒﺋﺎﻇﻮﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺝﺭﺪﺘﻟﺍ ﺕﺎﻬﺠﺘﻣﻭ ﺔﻴﺋﺰﺠﻟﺍ ﺕﺎﻘﺘﺸﻤﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺝﺭﺪﺘﻤﻟﺍ ﻝﻭﺰﻨﻟﺍ ﺕﺍءﺍﺮﺟﻹ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﺿﺎﻳﺮﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ/ﻦﻴﺴﺤﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺞﻧﺍﺮﻏﻻ ﺕﺎﻔﻋﺎﻀﻣ ﺔﻘﻳﺮﻄﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﺓﺩﺪﻌﺘﻣﻭ ﺮﻴﻐﺘﻤﻟﺍ ﺔﻳﺩﺎﺣﺃ ﻝﺍﻭﺪﻠﻟ ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﺓﺪﻋﺎﻗ
ﻒﺋﺎﻇﻮﻟﺍ ﻦﻣ ﺪﻳﺰﻤﻟﺍ - ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﺓﺪﻋﺎﻗ
ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ :ﻞﻤﻌﻟﺍ ﻲﻓ ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ
ﺓﺍﻭﺎﺴﻤﻟﺍ ﻡﺪﻋ ﺩﻮﻴﻗ ﻊﻣ ﻒﻋﺎﻀﻤﻟﺍ ﺞﻧﺍﺮﻏﻻ ﺞﻬﻧ
ﺕﺎﻤﻴﺴﺠﻟﺍ ﺏﺮﺳ ﻦﻴﺴﺤﺘﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺢﻴﺤﺻ ﻞﻜﺸﺑ ﻝﺩﺎﺒﺘﻤﻟﺍ ﻖﻘﺤﺘﻟﺍﻭ ﺔﺤﺼﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍﻭ ﺐﻳﺭﺪﺘﻟﺍ ﺭﺎﺒﺘﺧﺍ ﻢﻴﺴﻘﺗ ﻢﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻔﺜﻜﻤﻟﺍ ﺔﻴﺒﻳﺭﺪﺘﻟﺍ ﺓﺭﻭﺪﻟﺍ
ﺭﻮﺼﺘﻠﻟ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻧﻮﻜﻤﻟﺍ ﻞﻴﻠﺤﺗ
ﻪﺠﺘﻤﻟﺍ ءﺎﻀﻔﻟﺍ ﺝﺫﺎﻤﻨﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﺻﻮﺘﻟﺍ ﻡﺎﻈﻧ ءﺎﻨﺒﻟ ﺓﺩﺮﻔﻤﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻞﻴﻠﺤﺗ ﻡﺍﺪﺨﺘﺳﺍ
ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻧﻮﻜﻤﻟﺍ ﻞﻴﻠﺤﺗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻪﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ
ﺔﻴﻟﺎﻤﻟﺍ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ CNN ﻡﺍﺪﺨﺘﺳﺍ
(ﻞﺼﻔﻠﻟ ﺔﻠﺑﺎﻘﻟﺍ ﺔﻟﺎﺤﻟﺍ :ﻝﻭﻷﺍ ءﺰﺠﻟﺍ) ﺔﻤﻋﺍﺪﻟﺍ ﺕﺎﻬﺠﺘﻤﻟﺍ ﺕﻻﺁ ءﺍﺭﻭ ﺔﻳﺮﻈﻨﻟﺍ :ﺞﻧﺍﺮﻏﻻ ﺕ
ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﺰﻳﺎﻤﺘﻟﺍ ﻖﻴﺒﻄﺗ
(ﻞﺼﻔﻠﻟ ﺔﻠﺑﺎﻘﻟﺍ ﺮﻴﻏ ﺔﻟﺎﺤﻟﺍ :ﻲﻧﺎﺜﻟﺍ ءﺰﺠﻟﺍ) ﺔﻤﻋﺍﺪﻟﺍ ﺕﺎﻬﺠﺘﻤﻟﺍ ﺕﻻﺁ ءﺍﺭﻭ ﺔﻳﺮﻈﻨﻟﺍ :ﺞﻧ
(ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ SVM ﺬﻴﻔﻨﺗ :ﺚﻟﺎﺜﻟﺍ ءﺰﺠﻟﺍ) ﻢﻋﺪﻟﺍ ﻞﻗﺎﻧ ﺕﻻﺁ ءﺍﺭﻭ ﺔﻳﺮﻈﻨﻟﺍ :
Keras ﻲﻓ ﺎﻬﻣﺍﺪﺨﺘﺳﺍﻭ ﻥﻮﺜﻳﺎﺑ ﺕﺎﺌﻓ
ﻲﺼﻨﻟﺍ Python ﺞﻣﺎﻧﺮﺑ ﻰﻟﺇ ﺕﺎﻣﻮﻠﻌﻤﻟﺍ ﺮﻳﺮﻤﺗﻭ ﻞﻴﻐﺸﺗ
ﺓﺍﻮﻨﻟﺍ ﺔﻓﺎﺜﻛﻭ ﺔﻟﻭﺰﻌﻤﻟﺍ ﺔﺑﺎﻐﻟﺍ ﺮﻳﺪﻘﺗ ﻝﻼﺧ ﻦﻣ ﺫﻭﺬﺸﻟﺍ ﻦﻋ ﻒﺸﻜﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺻﺎﺨﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﻦﻣ ﺪﻳﺰﻤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﻲﻓ ﺔﺑﺎﺘﻜﻟﺍ ﺕﺎﺤﻴﻤﻠﺗﻭ ﺕﺍﺪﻨﺘﺴﻤﻟﺍﻭ ﺕﺎﻘﻴﻠﻌﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻖﻴﻘﺤﺘﻟﺍ ﻒﺋﺎﻇﻭﻭ ،ﻕﺎﻄﻨﻟﺍﻭ ،ﺔﻄﺒﻟﺍ ﺔﺑﺎﺘﻛ
ﻚﺑ ﺹﺎﺨﻟﺍ ﻲﺼﻨﻟﺍ Python ﺞﻣﺎﻧﺮﺒﻟ ﺮﻣﺍﻭﻷﺍ ﺮﻄﺳ ﺕﺎﻄﻴﺳﻭ
ﻙﺎﺒﺳ ﻦﻣ ﺎﻬﺘﻤﻠﻌﺗ ﻲﺘﻟﺍ ﺔﻴﺗﺎﻴﺤﻟﺍ ﺕﺎﻗﺍﺮﺘﺧﻻﺍ - ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﺮﺘﻓﺩ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺪﺣﻮﻟﺍ ﺭﺎﺒﺘﺧﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻞﻣﺎﻜﺘﻟﺍﻭ ﻞﺿﺎﻔﺘﻟﺍ ﺏﺎﺴﺣ
Bokehﻭ ،matplotlib، Seaborn ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻞﻴﻟﺩ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻞﻴﻟﺩ
SciPyﻭ NumPy ﻲﻓ ﺔﻴﻤﻠﻌﻟﺍ ﻒﺋﺎﻇﻮﻟﺍ
ﺔﻴﻧﺎﺛ 40 ﻲﻓ ﺍﺪًﺟ ﺔﻘﻴﻤﻌﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﺡﺮﺷ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻚﻴﻟﺪﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻳﺭﺎﺸﻤﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺓﺭﺍﺩﺇ
ﺭﺮﻜﺘﻣ ﻞﻜﺸﺑ GNN ﺕﺎﻜﺒﺷ ﻂﺒﻀﻟ ﻞﻴﻟﺩ
ﺔﻟﻵﺍ ﻢﻠﻌﺗ ﺔﻴﺠﻴﺗﺍﺮﺘﺳﺇ ﻝﻮﺣ ﺓﺮﺷﺎﺒﻤﻟﺍ ﻞﻤﻌﻟﺍ ﺵﺭﻭ ﻦﻣ ﺔﻠﺴﻠﺳ | ﺪﻋﺎﻘﻣ 10 ﻲﻗﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻊﻳﺭﺎﺸﻣ ﺮﺸﻧ ﻝﻮﺣ ﻰﻟﻭﻷﺍ ﺓﺭﻭﺪﻟﺍ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻊﻳﺭﺎﺸﻤﻟ ﺐﻳﻮﻟﺍ ﺮﻃﺃ
ﻲﻤﻟﺎﻌﻟﺍ ﻯﻮﺘﺴﻤﻟﺍ ﻰﻟﺇ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺍﺭﺎﻬﻤﺑ ﻖﻠﻄﻧﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻳﺭﺎﺸﻣ ﻲﻓ Kaggle ﻡﺍﺪﺨﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﺎﻨﺜﺘﺳﻻﺍ ﺕﺎﻓﺎﻄﺧﻭ ﻒﻗﻮﺘﻟﺍ ﻁﺎﻘﻧ ﺪﻳﺪﺤﺗ
ﺺﺤﻔﻟﺍ ﺕﺍﻭﺩﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ ﺮﻳﻮﻄﺗ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ
TensorFlow ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻦﻴﺴﺤﺘﻟ ﻊﻴﺒﻄﺘﻟﺍ ﺕﺎﻘﺒﻃ ﻡﺍﺪﺨﺘﺳﺍ
ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ Keras ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻝﻭﻷﺍ ﻚﻋﻭﺮﺸﻣ
ﻚﺑ ﺹﺎﺨﻟﺍ Keras ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﻞﻴﻤﺤﺗﻭ ﻆﻔﺣ ﺔﻴﻔﻴﻛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻘﺒﻄﻟﺍ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻛﺍﺭﺩﻹﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﺎﻤﻧ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﺒﺘﻜﻣ ﺾﻌﺑ ﻰﻠﻋ ﺔﻣﺎﻋ ﺓﺮﻈﻧ
ﺭﺍﺪﺤﻧﻻﺍ ﺔﻠﻜﺸﻣ ﻞﺤﻟ TensorFlow ﻲﻓ Autograd ﻡﺍﺪﺨﺘﺳﺍ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ءﺍﺩﺃ ﻢﻴﻴﻘﺗ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ءﺎﻨﺒﻟ ﻕﺮﻃ ﺙﻼﺛ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻨﻟ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻂﺑﺭ ﺔﻴﻔﻴﻛ
ﺱﺍﺮﻴﻛ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻓ ﻂﻴﺸﻨﺘﻟﺍ ﻒﺋﺎﻇﻭ ﻡﺍﺪﺨﺘﺳﺍ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﺏﺮﺴﺘﻟﺍ ﻢﻴﻈﻨﺗ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ Keras ﺔﺒﺘﻜﻣ ﻊﻣ ﻲﺋﺎﻨﺜﻟﺍ ﻒﻴﻨﺼﺘﻠﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ
Keras ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻨﻟ ﻢﻠﻌﺘﻟﺍ ﻝﺪﻌﻣ ﻝﻭﺍﺪﺟ ﻡﺍﺪﺨﺘﺳﺍ
Tensorflow.data ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺔﻬﺟﺍﻮﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﺔﻴﻔﻴﻓﻼﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﻢﻴﻤﺼﺗ ﻢﻬﻓ
ءﺍﻮﺳ ﺪٍﺣ ﻰﻠﻋ ﺕﺎﻧﺎﻴﺒﻟﺍ ءﺎﻤﻠﻋﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻲﺳﺪﻨﻬﻤﻟ ﺔﻗﺪﻟﺍ ﺔﻴﻟﺎﻋ ﺔﻴﺒﻴﻛﺮﺗ ﺕﺎﻧﺎﻴﺑ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺭﻮﺼﻟﺍ ﺮﻴﺒﻜﺗ
tf.imageﻭ Keras ـﻟ ﺔﻘﺒﺴﻤﻟﺍ ﺔﺠﻟﺎﻌﻤﻟﺍ ﺕﺎﻘﺒﻃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻟﺍ ﺮﻴﺒﻜﺗ
ﻚﻌﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻲﻓ ﺍﺮﻴﺜﻛ ﺮﻛﺍﺬﻳ ﻥﺃ Tepper ﺪﻳﺮﻳ
ﻚﻳﺯﻭﺍﺮﻛ ﻥﺎﻔﻴﺘﺳ ﻊﻣ ﻝﻻﺪﺘﺳﻻﺍﻭ ﺮﺷﺎﺒﻤﻟﺍ ﺝﺫﻮﻤﻨﻟﺍ ﺮﺸﻧ ﻝﻮﺣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ :MLOps ﻥﺎﻘﺗﺇ
Tensorflow ﻲﻓ ﻖﻤﻌﺑ ﻞﺼﻔﻠﻟ ﺔﻠﺑﺎﻘﻟﺍ ﺕﺎﻓﺎﻔﺘﻟﻻﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﻲﻓ ﺮﺼﻌﻟﺍﻭ ﺔﻌﻓﺪﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
RNNﻭ CNNﻭ MLP ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻡﺪﺨﺘﺴﺗ ﻰﺘﻣ
؟ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻥﺍﺯﻭﻷﺍ ﺕﺍﺫ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺔﺌﻴﻬﺗ ﺍﺫﺎﻤﻟ
Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺆﺒﻨﺗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
Stefan Krawcyzk ـﻟ "Mastering MLOps" ـﻟ ﺓﺮﺷﺎﺒﻤﻟﺍ ﺔﻋﻮﻤﺠﻤﻟﺍ :ﺓﺮﻴﺧﻷﺍ ﺔﻤﻟﺎﻜﻤﻟﺍ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻨﻟ ﺪﻳﺰﻤﻟﺍﻭ F1ﻭ ﻉﺎﺟﺮﺘﺳﻻﺍﻭ ﺔﻗﺪﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻩﺎﺒﺘﻧﻻﺎﺑ ﺔﻘﻠﻌﺘﻤﻟﺍ ﺙﺎﺤﺑﻷﺍ ﻰﻠﻋ ﺔﻣﺎﻋ ﺓﺮﻈﻧ
ﻡﺎﻤﺘﻫﻻﺍ ﻰﻠﻋ ﺔﻴﻨﺒﻤﻟﺍ ﻰﻨﺒﻟﺍ ﻲﻓ ﺔﻟﻮﺟ
Doug Turnbull ـﺑ ﺔﺻﺎﺨﻟﺍ "ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺎﺑ ﻡﻮﻋﺪﻤﻟﺍ ﺚﺤﺒﻟﺍ" ـﻟ ﺓﺮﺷﺎﺒﻤﻟﺍ ﺔﻋﻮﻤﺠﻤﻟﺍ ﻰﻟﺇ
Keras ﻲﻓ ﺓﺭﺮﻜﺘﻣ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﻰﻟﺇ ﺔﺼﺼﺨﻣ ﻩﺎﺒﺘﻧﺍ ﺔﻘﺒﻃ ﺔﻓﺎﺿﺇ
ﺎﻬﻤﻋﺪﺗ ﻲﺘﻟﺍ ﺕﺎﻴﺿﺎﻳﺮﻟﺍﻭ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻠﻟ ﺔﻣﺪﻘﻣ
ﺱﺍﺮﻴﻛ ﻲﻓ ﺓﺭﺮﻜﺘﻤﻟﺍ ﺔﻄﻴﺴﺒﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻢﻬﻓ
ﻝﻭﻷﺍ ءﺰﺠﻟﺍ ،ﺕﻻﻮﺤﻤﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﻲﻌﺿﻮﻤﻟﺍ ﺮﻴﻔﺸﺘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
!ﺎﻧًﺎﺠﻣ ﻞﺠﺳ :ﺮﺑﻮﺘﻛﺃ 21 ﻰﻟﺇ 19 ﻦﻣ ﺓﺮﺘﻔﻟﺍ ﻲﻓ TransformX by Scale AI ﺞﻣﺎﻧﺮﺑ ﻡﺎﻘﻳُ
2 ءﺰﺠﻟﺍ ،Keras ﻲﻓ ﺕﻻﻮﺤﻤﻠﻟ ﻲﻌﺿﻮﻤﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ ﺔﻘﺒﻃ
Kerasﻭ TensorFlow ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﻲﻄﻘﻨﻟﺍ ﺞﺘﻨﻤﻟﺎﺑ ﻡﺎﻤﺘﻫﻻﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
Kerasﻭ TensorFlow ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺱﻭﺅﺮﻟﺍ ﺩﺪﻌﺘﻣ ﻡﺎﻤﺘﻫﻻﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
Kerasﻭ TensorFlow ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺕﻻﻮﺤﻤﻟﺍ ﺮﻴﻔﺸﺗ ﺞﻣﺎﻧﺮﺑ ﺬﻴﻔﻨﺗ
Kerasﻭ TensorFlow ﻲﻓ ﺮﻔﺼﻟﺍ ﻦﻣ ﺕﻻﻮﺤﻤﻟﺍ ﺰﻴﻣﺮﺗ ﻚﻓ ﺓﺪﺣﻭ ﺬﻴﻔﻨﺗ
Decoder Plus Masking ﻭ Transformer Encoder ﻰﻟﺇ ﻡﺎﻤﻀﻧﻻﺍ
ﺕﻻﻮﺤﻤﻟﺍ ﺝﺫﻮﻤﻨﻟ ﻖﻘﺤﺘﻟﺍﻭ ﺐﻳﺭﺪﺘﻟﺍ ﻥﺍﺪﻘﻓ ﺕﺎﻴﻨﺤﻨﻣ ﻢﺳﺭ
ﻥﺭﻮﺑ ﻙﺮﻴﻛ ﺭﻮﺘﻛﺪﻟﺍ ﻊﻣ ﻲﻠﻋﺎﻔﺘﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺣ ﺓﺭﻭﺩ
ﺔﻔﻠﻜﺘﻟﺍ ﺓءﺎﻔﻛ ﻦﻴﺴﺤﺗ :ﺔﻟﻵﺍ ﻢﻠﻌﺘﻟ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺳﺪﻨﻫ
ﻲﺗﺎﻨﻴﺴﻨﻴﺳ ﻲﻓ ﺮﺒﻤﻓﻮﻧ 8 ،2022 ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﺓﻭﺪﻧ ﺭﻮﻀﺣ
ﺮﺒﻤﻓﻮﻧ 21 ﻰﺘﺣ ﺎﻧًﺎﺠﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻲﻓ ﺓﺭﻭﺩ 365
Pytorch ﻲﻓ ﺪﻌﺒﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺕﺍﺮﺗﻮﻤﻟﺍ
Pytorch ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺕﺍﺮﺗﻮﻤﻟﺍ
PyTorch ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺕﺎﺌﻓ ﻡﺍﺪﺨﺘﺳﺍ
PyTorch ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺮﻴﻓﻮﺗﻭ ﻞﻴﻤﺤﺗ
PyTorch ﻲﻓ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺗ
PyTorch ﻲﻓ DataLoaderﻭ ﻲﺟﺭﺪﺘﻟﺍ ﻁﻮﺒﻬﻟﺍ ﻦﻣ ﺓﺮﻴﻐﺻ ﺔﻌﻓﺩ
PyTorch ﻲﻓ ﺔﺤﺼﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍﻭ ﺐﻳﺭﺪﺘﻟﺍ ﺕﺎﻧﺎﻴﺑ
؟ﺎﻬﻴﻟﺇ ﺝﺎﺘﺤﺗ ﺍﺫﺎﻤﻟﻭ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﺒﻴﻛﺮﺗ ﺕﺎﻧﺎﻴﺑ ءﺎﺸﻧﺇ ﻚﻨﻜﻤﻳ ﻒﻴﻛ
PyTorch ﻲﻓ ﻁﻮﻄﺨﻟﺍ ﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻻﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺆﺒﻨﺘﻟﺍ ﻞﻤﻋ
PyTorch ﻲﻓ ﺔﻳﺩﺮﻔﻟﺍ ﺕﺎﺟﺮﺨﻤﻟﺍ ﻭﺫ ﻁﻮﻄﺨﻟﺍ ﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺗ
PyTorch ﻲﻓ ﻁﻮﻄﺨﻟﺍ ﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻻﺍ ﻊﻣ ﻑﺍﺪﻫﻷﺍ ﺓﺩﺪﻌﺘﻣ ﺕﺍﺆﺒﻨﺘﻟﺍ
PyTorch ﻲﻓ ﻑﺍﺪﻫﻷﺍ ﺩﺪﻌﺘﻣ ﻁﻮﻄﺨﻟﺍ ﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺗ
PyTorch ﻲﻓ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺆﺒﻨﺘﻟﺍ ﻞﻤﻋ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻨﻟ ﻥﺍﺯﻭﻷﺍ ﺔﺌﻴﻬﺗ
PyTorch ﻲﻓ Softmax ﻒﻨﺼﻣ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﺎﻣًﻮﻳ 12 ﻲﻓ ﻲﺒﺼﻋ ﻲﻟﺁ ﻢﺟﺮﺘﻣ ءﺎﻨﺒﺑ ﻢﻗ .ﺕﻻﻮﺤﻤﻟﺍ ﺝﺫﺎﻤﻧ ءﺎﻨﺑ ﻝﻮﺣ ﺔﻔﺜﻜﻣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ
PyTorch ﻲﻓ ﺭﻮﺼﻠﻟ Softmax ﻒﻨﺼﻣ ءﺎﺸﻧﺇ
PyTorch ﻲﻓ ﺔﻘﺒﻄﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ءﺎﻨﺑ
ﺔﻴﻔﺨﻤﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺎﻳﻼﺨﻟﺍ ﻦﻣ ﺪﻳﺰﻤﻟﺍ ﻊﻣ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ
ﺭﺍﺪﺤﻧﻻﺍ ﺔﻠﻜﺸﻣ ﻞﺤﻟ PyTorch ﻲﻓ Autograd ﻡﺍﺪﺨﺘﺳﺍ
PyTorch ﻲﻓ ﺕﺎﻘﺒﻄﻟﺍ ﺓﺩﺪﻌﺘﻣ ﻥﻭﺮﺘﺒﺳﺮﻴﺑ ﺝﺫﺎﻤﻧ ءﺎﻨﺑ
ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ ،PyTorch ﻡﺍﺪﺨﺘﺳﺎﺑ ﻰﻟﻭﻷﺍ ﺔﻴﺒﺼﻌﻟﺍ ﻚﺘﻜﺒﺷ ﺮﻳﻮﻄﺘﺑ ﻢﻗ
PyTorch ﺝﺫﺎﻤﻨﻟ ﺐﻳﺭﺪﺗ ﺔﻘﻠﺣ ءﺎﺸﻧﺇ
PyTorch ﺝﺫﺎﻤﻧ ءﺍﺩﺃ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
PyTorch ﻲﻓ ﺕﺎﺌﻔﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺗ ﺝﺫﻮﻤﻧ ءﺎﻨﺑ
PyTorch ﻲﻓ ﻲﺋﺎﻨﺛ ﻒﻴﻨﺼﺗ ﺝﺫﻮﻤﻧ ءﺎﻨﺑ
scikit-learn ﻊﻣ PyTorch ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻡﺪﺨﺘﺳﺍ
PyTorch ﺝﺫﺎﻤﻨﻟ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻜﺒﺷ ﺔﻴﻔﻴﻛ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ PyTorch ﺝﺫﺎﻤﻧ ﻞﻴﻤﺤﺗﻭ ﻆﻔﺣ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﻂﻴﺸﻨﺘﻟﺍ ﻒﺋﺎﻇﻭ ﻡﺍﺪﺨﺘﺳﺍ
PyTorch ﺝﺫﺎﻤﻧ ﻲﻓ ﺓﺭﺎﺴﺨﻟﺍ ﻒﺋﺎﻇﻭ
PyTorch ﺝﺫﺎﻤﻧ ﻲﻓ ﺏﺮﺴﺘﻟﺍ ﻢﻴﻈﻨﺗ ﻡﺍﺪﺨﺘﺳﺍ
PyTorch ﺐﻳﺭﺪﺗ ﻲﻓ ﻢﻠﻌﺘﻟﺍ ﻝﺪﻌﻣ ﻝﻭﺪﺟ ﻡﺍﺪﺨﺘﺳﺍ
Datasetﻭ DataLoader ﻡﺍﺪﺨﺘﺳﺎﺑ PyTorch ﺝﺫﻮﻤﻧ ﺐﻳﺭﺪﺗ
ﺲﻴﻳﺎﻘﻤﻟﺍ ﺭﻮﺼﺗ ﻝﻼﺧ ﻦﻣ ﺐﻳﺭﺪﺘﻟﺍ ءﺎﻨﺛﺃ ﻲﺟﺫﻮﻤﻨﻟﺍ ﻙﻮﻠﺴﻟﺍ ﻢﻬﻓ
ﺮﻜﺒﻤﻟﺍ ﻒﻗﻮﺘﻟﺍﻭ ﺶﻴﺘﻔﺘﻟﺍ ﻁﺎﻘﻧ ﻊﻣ PyTorch ﺐﻳﺭﺪﺗ ﺔﻴﻠﻤﻋ ﺓﺭﺍﺩﺇ
PyTorch ﻲﻓ ﺔﻴﻔﻴﻓﻼﺗ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ءﺎﻨﺑ
PyTorch ﻲﻓ LeNet5 ﺝﺫﻮﻤﻧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﻴﻟﺍ ﻂﺨﺑ ﺔﺑﻮﺘﻜﻤﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ
LSTM ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺎﺑ ﺆﺒﻨﺘﻠﻟ PyTorch
PyTorch ﻲﻓ LSTM ﻡﺍﺪﺨﺘﺳﺎﺑ ﺺﻨﻟﺍ ءﺎﺸﻧﺇ
PyTorch ﻲﻓ ﺔﻘﺒﻄﻟﺍ ﺔﻳﺩﺎﺣﺃ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺻ ﻒﻨﺼﻣ ءﺎﻨﺑ
PyTorch ﻲﻓ ﺔﻌﻃﺎﻘﺘﻤﻟﺍ ﺎﻴﺑﻭﺮﺘﻧﻻﺍ ﻥﺍﺪﻘﻓ ﻊﻣ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺐﻳﺭﺪﺗ
PyTorch ﻲﻓ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻒﻨﺼﻣ ءﺎﻨﺑ
(ﻡﺎﻳﺃ 9 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺔﻴﺒﻳﺭﺪﺗ ﺓﺭﻭﺩ) PyTorch ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ
Python ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺮﻳﻮﻄﺗ ﺔﻴﻔﻴﻛ :ﻲﻤﻴﻠﻌﺘﻟﺍ PyTorch ﺞﻣﺎﻧﺮﺑ
ﺔﻠﻴﻠﻘﻟﺍ ﺔﻘﻠﻄﻟﺎﺑ ﺔﺒﻟﺎﻄﻤﻟﺍﻭ ﺔﻳﺮﻔﺼﻟﺍ ﺔﻘﻠﻄﻟﺎﺑ ﺔﺒﻟﺎﻄﻤﻟﺍ ﻲﻫ ﺎﻣ
ﺓﺮﻴﺒﻜﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﺔﺳﻮﻠﻬﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ChatGPT ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﺎﻌﻔﻟﺍ ﻲﻨﻫﺬﻟﺍ ﻒﺼﻌﻟﺍ ﺕﺎﻴﺠﻴﺗﺍﺮﺘﺳﺍ
ﺔﻴﻟﺎﻌﻔﺑ ﺔﻤﺟﺮﺘﻠﻟ ChatGPT ﻡﺍﺪﺨﺘﺳﺍ
ChatGPT ﻊﻣ ﻝﺎﻌﻔﻟﺍ ﻞﻋﺎﻔﺘﻠﻟ ﺔﻌﻳﺮﺳ ﺔﺳﺪﻨﻫ
ﻚﻳﺪﻟ ﻲﺠﻣﺮﺑ ﺪﻋﺎﺴﻤﻛ ChatGPT ﻡﺍﺪﺨﺘﺳﺍ
ChatGPT ﻊﻣ ﺔﻴﻧﺎﻴﺒﻟﺍ ﻡﻮﺳﺮﻟﺍ ءﺎﺸﻧﺇ
ChatGPT ﻡﺍﺪﺨﺘﺳﺎﺑ PowerPoint ـﻟ ﻲﻤﻳﺪﻘﺗ ﺽﺮﻋ ءﺎﺸﻧﺇ
ChatGPT ﻲﻓ ﺔﻴﻌﻴﺒﻄﻟﺍ ﺔﻐﻠﻟﺍ ﻢﻬﻓ ﺓﺭﺪﻗ ﻡﺍﺪﺨﺘﺳﺍ
ChatGPT ﻡﺍﺪﺨﺘﺳﺎﺑ ﺚﺤﺒﻠﻟ ﺔﻣﺪﻘﺘﻤﻟﺍ ﺕﺎﻴﻨﻘﺘﻟﺍ
ﻝﺰﻨﻤﻟﺍ ﻲﻓ ﻚﺑ ﺹﺎﺨﻟﺍ ﺮﻐﺼﻤﻟﺍ ChatGPT ﻖﻴﺒﻄﺗ ءﺎﻨﺒﺑ ﻢﻗ
ﺔﻗﺩ ﺮﺜﻛﻷﺍ ﺔﻴﻋﺎﻨﻄﺻﻻﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺪﻟﻮﻣ :ﺐﻟﺎﻐﻟﺍ ﻲﻓ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ
!ﺕﺎﻧﺎﻴﺒﻟﺍ ﻝﺎﺼﺗﺍ ﺕﺍﻭﺩﺃ ﻰﻠﻋ %20 ﺔﺒﺴﻨﺑ ﻱﺮﺼﺣ ﻢﺼﺧ ﻊﻣ ﻦﻳﺮﺸﻌﻟﺍﻭ ﺱﺩﺎﺴﻟﺍ Devart ﺩﻼﻴﻣ ﺪﻴ
R ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺍﺭﺎﻃﺇﻭ ﻢﺋﺍﻮﻘﻠﻟ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
R ﺔﺌﻴﺑ ﻲﻓ ﺓﺎﻴﺤﻟﺍ ﺪﻴﻗ ﻰﻠﻋ ءﺎﻘﺒﻟﺍ
R ﻲﻓ ﻒﺋﺎﻇﻮﻟﺍﻭ ﻖﻓﺪﺘﻟﺍ ﻲﻓ ﻢﻜﺤﺘﻟﺍﻭ ﻖﻄﻨﻤﻟﺍ
R Markdown ﻡﺍﺪﺨﺘﺳﻻ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
R ﻲﻓ dplyr ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻑﺎﺸﻜﺘﺳﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍﻭ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺮﻟ ﺭﺪﺼﻤﻟﺍ ﺔﺣﻮﺘﻔﻣ ﺔﺒﺘﻜﻣ :OpenCV ﻰﻟﺇ ﺔﻔﻴﻄﻟ ﺔﻣﺪﻘﻣ
ﻥﺍﻮﻟﻷﺍ ﺕﺎﺣﺎﺴﻣ ﻞﻳﻮﺤﺗﻭ OpenCV ﻲﻓ ﺎﻬﺿﺮﻋﻭ ﺎﻬﺘﺑﺎﺘﻛﻭ ﺭﻮﺼﻟﺍ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﻮﻳﺪﻴﻔﻟﺍ ﻊﻃﺎﻘﻣ ﺽﺮﻋﻭ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﻮﻳﺪﻴﻔﻟﺍ ءﺎﺸﻧﺇﻭ ﺭﻮﺼﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
K-ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﻊﻴﻤﺠﺘﻟﺍ ﻲﻨﻌﻳ OpenCV
LoRA Exchange (LoRAX) ﻊﻣ ﺺﻴﺧﺭﻭ ﻊﻳﺮﺳ LLM ﻝﻻﺪﺘﺳﺍ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺍﺮﻴﺠﻟﺍ ﺏﺮﻗﺃ-K ﻒﻴﻨﺼﺗ
ﻦﻴﻋﻮﺒﺳﺃ ﺓﺪﻤﻟ %100 ﺔﺒﺴﻨﺑ ﺎﻧًﺎﺠﻣ ﺔﻴﺒﻳﺭﺪﺘﻟﺍ ﺕﺍﺭﻭﺪﻟﺍ ﻊﻴﻤﺟ Data Science 365 ﻊﻗﻮﻣ ﻡﺪﻘ
ﺎﻳﺍﻭﺰﻟﺍﻭ ﻑﺍﻮﺤﻟﺍ :OpenCV ﻲﻓ ﺓﺭﻮﺼﻟﺍ ﺓﺰﻴﻣ ﺝﺍﺮﺨﺘﺳﺍ
ﻒﺻﻮﻟﺍ ﺕﺎﻬﺠﺘﻣﻭ ﺔﻴﺴﻴﺋﺮﻟﺍ ﻁﺎﻘﻨﻟﺍ :OpenCV ﻲﻓ ﺓﺭﻮﺼﻟﺍ ﺓﺰﻴﻣ ﺝﺍﺮﺨﺘﺳﺍ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﺟﺭﺪﺘﻠﻟ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ
OpenCV ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﺳﺭﺎﻤﻤﻟ ﺭﻮﺼﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ
OpenCV ﻲﻓ HOG ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻨﺋﺎﻜﻟﺍ ﻦﻋ ﻒﺸﻜﻟﺍ ﻙﺮﺤﻣ ﺐﻳﺭﺪﺗ ﺔﻴﻔﻴﻛ
ONNX RT ﻡﺍﺪﺨﺘﺳﺎﺑ Windows ﺕﺎﻘﻴﺒﻄﺘﻟ ﺓﺰﻬﺟﻷﺎﺑ ﻉﺮﺴﻤﻟﺍ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻬﻓﺎﺸﺘﻛﺍﻭ ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺔﻬﺠﺘﻤﻟﺍ ﺕﻻﻵﺍ ﻢﻋﺩ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﺔﺋﺰﺠﺘﻟ ﻱﺩﺎﻌﻟﺍ ﺰﻳﺎﺑ ﻒﻨﺼﻣ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﺔﻴﺋﺍﻮﺸﻋ ﺔﺑﺎﻏ
ءﺎﻴﺷﻷﺍ ﻦﻋ ﻒﺸﻜﻠﻟ Haar Cascade ﻡﺍﺪﺨﺘﺳﺍ
OpenCV ﻰﻠﻋ Haar Cascade ﺕﺎﻨﺋﺎﻜﻟﺍ ﻒﺷﺎﻛ ﺐﻳﺭﺪﺗ
K-Means Clustering ﻲﻓ OpenCV ﻥﺍﻮﻟﻷﺍ ﻢﻴﻤﻜﺘﻟ ﻖﻴﺒﻄﺗﻭ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺭﻮﺼﻟﺍ ﺕﻼﻗﺎﻧ ﻞﻴﺜﻤﺗ
OpenCV ﻲﻓ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺝﺫﻮﻤﻧ ﻞﻴﻐﺸﺗ
OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) OpenCV ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ
ﺍﻮﻳﺃ ،ﺲﻴﻣﻷ ﻱﺎﻛ ﻊﺑﺮﻣ ﺭﺎﺒﺘﺧﺍ ﻝﻼﺧ ﻦﻣ ﻥﺎﻜﺳﻹﺍ ﻯﺅﺭ ؟ﻻ ﻡﺃ ﺏﺁﺮﻤﻟﺍ
ﻦﻛﺎﺴﻤﻟﺍ ﺭﺎﻌﺳﺃ ﻰﻠﻋ ﺮﻴﺒﻜﻟﺍ ﺩﻮﻛﺮﻟﺍ ﺮﻴﺛﺄﺗ ﻞﻴﻠﺤﺘﻟ Kruskal-Wallisﻭ ANOVA ﺕﺍﺭﺎﺒﺘﺧﺍ ﻦﻣ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻋ ﻲﻓ ﺔﻴﺟﺭﺎﺨﻟﺍ ءﺎﻴﺷﻷﺍ ﻦﻋ ﻒﺸﻜﻠﻟ ﺔﻴﻜﻴﺳﻼﻜﻟﺍ ﻕﺮﻄﻟﺍ :ءﺎﻨﺜﺘﺳﻻﺍ ﻑﺎﺸﺘﻛﺍ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺬﻴﻔﻨﺘﻠﻟ ﺔﻠﺑﺎﻗ ﻯﺅﺭ ﻰﻟﺇ ﺔﻳﺭﺎﻘﻌﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻳﻮﺤﺗ :SQL ءﺍﺭﻭ ﺎﻣ
ﺞﻣﺪﻟﺍﻭ ﺭﻮﺤﻤﻟﺍﻭ ﻞﺴﻠﺴﺘﻟﺍﻭ ﻢﻴﺴﻘﺘﻟﺍ ﺔﻴﻧﻮﻔﻤﻴﺳ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻖﻴﺴﻨﺗ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺗ ﻢﻠﻌﺘﻟ ﺔﻴﻧﺎﺠﻤﻟﺍ ﺩﺭﺍﻮﻤﻟﺍ ﻞﻀﻓﺃ
ﺕﺎﻧﺎﻴﺒﻟﺍ ءﺎﻤﻠﻌﻟ ﺔﻴﻠﻳﻮﺤﺘﻟﺍ ﻞﻴﺤﻟﺍ :ﻑﺍﺮﺤﻧﻻﺍ ﻲﻔﺘﺨﻳ
ﺓﺮﺧﺎﻔﻟﺍ ﺔﻳﺭﺎﻘﻌﻟﺍ ﺕﺍﺭﺍﺮﻘﻟﺍ ءﺍﺭﻭ ﺔﻜﺳﺎﻤﺘﻤﻟﺍ ﺓﻮﻘﻟﺍ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﻴﻘﻟﺍ ﻰﻠﻋ ﺭ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻌﻟ ﺔﻴﻨﻫﺬﻟﺍ ﺔﻄﻳﺮﺨﻟﺍ ﻥﺎﻘﺗﺇ :ﺕﺎﻧﺎﻴﺒﻠﻟ ﻲﺸﻨﻓﺍﺩ ﺓﺮﻔﺷ
ﻖﻤﻌﺘﻤﻟﺍ ﻞﻴﻠﺤﺘﻟﺍ ﻰﻟﺇ ﻰﻟﻭﻷﺍ ﺓﺮﻈﻨﻟﺍ ﻦﻣ :ﺔﻔﺸﻜﺘﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺺﺼﻗ
ﺭﻮﺼﻟﺍ ﺪﻴﻟﻮﺘﻟ ﺭﺎﺸﺘﻧﻻﺍ ﺝﺫﺎﻤﻨﻟ ﺓﺰﺟﻮﻣ ﺔﻣﺪﻘﻣ
ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﺐﻳﻭ ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻼﻟ ﺔﻳﺰﻴﻔﺤﺗ ﺕﺎﻴﻨﻘﺗ
ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻲﻓ LoRA ﻡﺍﺪﺨﺘﺳﺍ
ﺮﻘﺘﺴﻣ ﺭﺎﺸﺘﻧﺍ ﻲﻓ ﺔﻴﻌﻗﺍﻭ ﻩﻮﺟﻭ ﺪﻴﻟﻮﺗ
Inpainting ﻭOutpainting ﺮﻘﺘﺴﻣ ﺭﺎﺸﺘﻧﺍ ﻊﻣ
ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻊﻣ OpenPose ﻡﺍﺪﺨﺘﺳﺍ
ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻼﻟ ﺓﺰﻔﺤﻤﻟﺍ ﺕﺎﻴﻨﻘﺘﻟﺍ ﻦﻣ ﺪﻳﺰﻤﻟﺍ
.(LLM) ﻝﺎﻤﻋﻷﺍ ﺓﺭﺍﺩﺇ ﺮﻴﺘﺴﺟﺎﻣ ﺔﺳﺍﺭﺩ ءﺪﺒﻟ ﺔﻴﺳﺎﺳﺃ ﺔﻴﻧﺎﺠﻣ ﺕﺍﻭﺩﺃ 5
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﺔﻴﺳﺎﺳﻷﺍ ﻒﻴﻨﺼﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ 5 ﺡﺮﺷ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻧﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻠﻟ ﺢﺋﺎﺼﻧ
(ﻡﺎﻳﺃ 7 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻋ ﺔﻳﺍﺪﺑ
ﺓءﺎﻔﻜﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺮﺸﻨﻟ ﺢﺋﺎﺼﻧ
ﺕﺎﻌﻣﺎﺠﻟﺍ ﻞﻀﻓﺃ ﻦﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻴﻧﺎﺠﻣ ﺕﺍﺭﻭﺩ 5
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻞﻴﻐﺸﺗ
ﻦﻳﺮﺷﺎﻨﻟﺍ ﻊﻣ ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﺐﻴﺑﺎﻧﺃ ﻂﺧ ﻦﻣ ﺪﻳﺰﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻳﺭﺎﺸﻣ ﻲﻓ ﻥﻭﺎﻌﺘﻠﻟ ﺔﻴﻧﺎﺠﻣ ﺕﺎﺼﻨﻣ 5
Inpainting ﻭOutpainting ﻥﻭﺮﺷﺎﻨﻟﺍ ﻊﻣ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻊﻳﺭﺎﺸﻣ ءﺪﺒﻟ ﺔﻴﻧﺎﺠﻣ ﺕﺎﻧﺎﻴﺑ ﺕﺎﻋﻮﻤﺠﻣ 5
LoRA ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻂﺒﺿ
ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻢﻬﻔﻟ ﺔﻴﻧﺎﺠﻣ ﺩﺭﺍﻮﻣ 5
Dreambooth ﻊﻣ ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﺐﻳﺭﺪﺗ
ﺯﺰﻌﻤﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻝﻮﺣ ﺔﻴﻧﺎﺠﻣ ﺕﺍﺭﻭﺩ 5
ﺔﺒﺳﺎﻨﻤﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺓﺭﻭﺩ ﺭﺎﻴﺘﺧﻻ ﺢﺋﺎﺼﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻢﻴﻠﻌﺘﻟ ﺔﺼﺼﺨﻣ ﺔﻴﻧﺎﺠﻣ ﺏﻮﻴﺗﻮﻳ ﺕﺍﻮﻨﻗ 5
ﺕﺎﻤﻠﻜﻟﺍ ﻦﻓ :ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻉﻭﺮﺸﻣ
ﺎﻬﺗءﺍﺮﻗ ﻚﻴﻠﻋ ﺐﺠﻳ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻦﻋ ﺔﻴﻧﺎﺠﻣ ﺐﺘﻛ 5
ﻲﺤﻴﺿﻮﺗ ﻢﺳﺭ ءﺎﺸﻧﺇ :ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻉﻭﺮﺸﻣ
ﻚﺗﺎﻧﺎﻴﺒﻟ ﺐﺳﺎﻨﻤﻟﺍ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺭﺎﻴﺘﺧﻻ ﺢﺋﺎﺼﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻧﺯﺍﻮﺘﻤﻟﺍ ﺮﻴﻏ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻠﻟ ﺔﻟﺎﻌﻓ ﻕﺮﻃ 5
ﻱﺭﺎﺠﺗ ﻖﺼﻠﻣ :ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻉﻭﺮﺸﻣ
Docker ﻰﻟﺇ ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻲﺋﺎﻬﻨﻟﺍ ﻞﻴﻟﺪﻟﺍ
ﺔﻤﻳﺪﻘﻟﺍ ﺭﻮﺼﻟﺍ ءﺎﻴﺣﺇ :ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻉﻭﺮﺸﻣ
ﺎﻬﺒﻨﺠﺗ ﺔﻴﻔﻴﻛﻭ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻌﺋﺎﺷ ءﺎﻄﺧﺃ 5
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻟﺎﻌﻔﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻬﻟ ﺢﺋﺎﺼﻧ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻣﺪﻘﻣ :ﺯﺰﻌﻤﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺉﺩﺎﺒﻣ
ﻝﺎﻌﻓ ﻞﻜﺸﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﺐﻳﺭﺪﺘﻟ ﺢﺋﺎﺼﻧ
ءﻼﻤﻌﻟﺍ ﻢﻴﺴﻘﺗ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﺎﻬﻴﻠﻋ ﺐﻠﻐﺘﻟﺍ ﺔﻴﻔﻴﻛﻭ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺩﺎﻤﺘﻋﺍ ﻲﻓ ﺕﺎﻳﺪﺤﺗ 5
ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻊﻣ ControlNet ﻡﺍﺪﺨﺘﺳﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﻤﻋ ﺮﻴﺳ ﺔﺘﻤﺗﺃ :AutoML ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺘﻟ ﻥﻮﺜﻳﺎﺑ ﻒﺋﺎﻇﻭ 5
ﺔﻟﻵﺍ ﻢﻠﻌﺗ ﻝﺎﺠﻣ ﻲﻓ ﺉﺪﺘﺒﻣ ﻞﻛ ﺎﻬﻓﺮﻌﻳ ﻥﺃ ﺐﺠﻳ ﺔﻴﺳﺎﺳﺃ ﺕﺎﺤﻠﻄﺼﻣ 7
ﻝﺎﻌﻓ ﻞﻜﺸﺑ ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻝﺎﻤﻋﻷﺍ ﺓﺭﺍﺩﺇ ﺮﻴﺘﺴﺟﺎﻣ ﻥﺎﻘﺗﻹ ﺔﻴﻧﺎﺠﻣ ﺩﺭﺍﻮﻣ 7
ﺭﺍﺪﺤﻧﻻﺍ ﻞﺟﺃ ﻦﻣ Statsmodelsﻭ Scikit-Learn ﺞﻣﺩ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﺔﻘﺋﺎﻔﻟﺍ ﺕﺎﻤﻠﻌﻤﻟﺍ ﻂﺒﻀﻟ ﺢﺋﺎﺼﻧ
ﻚﺑ ﺹﺎﺨﻟﺍ ﺝﺫﻮﻤﻨﻟﺍ ﻢﻴﻴﻘﺗ ﺮﻳﻮﻄﺗ :ﺔﺤﺼﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﻰﻟﺇ ﺐﻳﺭﺪﺘﻟﺍ ﺭﺎﺒﺘﺧﺍ ﻦﻣ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻲﻓ "ﻦﺧﺎﺴﻟﺍ" ﻢﻬﻓ :ﻦﺧﺎﺳ ﺪﺣﺍﻭ ﺰﻴﻣﺮﺗ
ﺔﻴﺗﺍﺫ ﺓﺮﻴﺳ ﻱﺃ ﻰﻟﺇ ﺔﻤﻴﻗ ﺔﻓﺎﺿﺇ ﺎﻬﻨﻜﻤﻳ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻊﻳﺭﺎﺸﻣ 7
NumPy ﻊﻣ ﻲﺳﺎﺳﻷﺍ ﻲﺋﺎﺼﺣﻹﺍ ﻞﻴﻠﺤﺘﻟﺍ
ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺝﺫﺎﻤﻧ ﻲﻓ ﺕﻼﻣﺎﻌﻤﻟﺍ ﺮﻴﺴﻔﺗ
ﺩﻭﺪﺤﻟﺍ ﺩﺪﻌﺘﻣ ﺭﺍﺪﺤﻧﻻﺍ ﻊﻣ ﺔﻣﺪﻘﺘﻤﻟﺍ ﺔﺟﺬﻤﻨﻟﺍ :ﺕﺎﻴﻨﺤﻨﻤﻟﺍ ﻁﺎﻘﺘﻟﺍ
2024 ﻡﺎﻋ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺎﻬﺘﻓﺮﻌﻣ ﺐﺠﻳ ﻥﻮﺜﻳﺎﺑ ﺕﺎﺒﺘﻜﻣ 10
ﻖﻧﺎﻌﻤﻟﺍ ﻪﺟﻮﻟﺍ ﺝﺫﺎﻤﻧ ﻊﻤﺘﺠﻣﻭ ﺰﻛﺮﻣ ﻝﻮﺣ ﻪﺘﻓﺮﻌﻤﻟ ﺝﺎﺘﺤﺗ ﺎﻣ ﻞﻛ
2024 ﻡﺎﻋ ﻲﻓ ﺯﺰﻌﻤﻟﺍ ﻢﻠﻌﺘﻠﻟ ﺓﺪﺋﺍﺭ ﺕﺎﻘﻴﺒﻄﺗ 5
ﺎﻬﺗءﺍﺮﻗ ﻚﻴﻠﻋ ﺐﺠﻳ ﺔﻟﻵﺍ ﻢﻠﻌﺗ ﻦﻋ ﺓﺮﺛﺆﻣ ﺔﻴﺜﺤﺑ ﻕﺍﺭﻭﺃ 5
ﻞﻳﻮﻤﺘﻟﺍ ﻲﻓ ﺔﻳﺆﺒﻨﺘﻟﺍ ﺔﺟﺬﻤﻨﻠﻟ R ﻡﺍﺪﺨﺘﺳﺍ
(ﻡﺎﻳﺃ 8 ﺓﺪﻤﻟ ﺓﺮﻐﺼﻣ ﺓﺭﻭﺩ) ﺮﻘﺘﺴﻤﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻊﻣ ﻲﻠﺧﺍﺪﻟﺍ ﻢﻴﻤﺼﺘﻟﺍ
ﻲﻘﻴﻘﺤﻟﺍ ﻢﻟﺎﻌﻟﺍ ﻦﻣ ﺕﺎﻧﺭﺎﻘﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ 10 ﺡﺮﺷ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻟﺎﻌﻔﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﻻ ﺢﺋﺎﺼﻧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻞﺒﻘﺘﺴﻣ ﻞﻜﺸﺘﺳ ﺔﺌﺷﺎﻧ ﻲﻋﺎﻨﻄﺻﺍ ءﺎﻛﺫ ﺕﺎﻴﻨﻘﺗ 5
ﺓﺮﻴﺒﻜﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﻲﻓ ﺎﻬﻴﻠﻋ ﺐﻠﻐﺘﻟﺍﻭ ﺔﻴﻟﺎﺜﻤﻟﺍ ﺔﻴﻄﺨﻟﺍ ﺔﻳﺩﺪﻌﺘﻟﺍ ﻑﺎﺸﺘﻛﺍ
ﻝﺎﻴﺘﺣﻻﺍ ﻦﻋ ﻒﺸﻜﻟﺍ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﻻ ﺢﺋﺎﺼﻧ
ﺎﻬﻨﻴﺴﺤﺗﻭ ﺎﻬﻴﻠﻋ ﺐﻗﺎﻌﻤﻟﺍ ﺝﺫﺎﻤﻨﻟﺍ ﺬﻴﻔﻨﺗ :ﺡﺎﺠﻨﻟﺍ ﻮﺤﻧ ﻊﺳﻮﺘﻟﺍ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ﺕﺎﻴﻠﻤﻋ ﺔﺘﻤﺗﺃ
ﺭﺍﺪﺤﻧﻼﻟ ﺓﺮﺠﺸﻟﺍ ﻰﻟﺇ ﺓﺪﻨﺘﺴﻤﻟﺍ ﺝﺫﺎﻤﻨﻟﺍ ﻑﺎﺸﻜﺘﺳﺍ :ﻉﺮﻔﺘﻟﺍ
ﺝﺫﻮﻤﻨﻟﺍ ءﺍﺩﺃ ﻦﻴﺴﺤﺘﻟ ﺕﺍﺰﻴﻤﻟﺍ ﺔﺳﺪﻨﻬﻟ ﺰﺟﻮﻤﻟﺍ ﻞﻴﻟﺪﻟﺍ
ﻩﺬﻫ ﻉﻮﺒﺳﻷﺍ ﺔﻳﺎﻬﻧ ﺔﻠﻄﻋ ﻲﻓ ﺎﻫﺬﻴﻔﻨﺗ ﻚﻨﻜﻤﻳ ﻲﻘﻴﻘﺤﻟﺍ ﻢﻟﺎﻌﻟﺍ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻊﻳﺭﺎﺸﻣ 5
ﺔﻴﻓﺎﺸﻜﺘﺳﻻﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺗ ﻲﻓ ﻦﻴﺋﺪﺘﺒﻤﻟﺍ ﺔﻠﺣﺭ :ﻯﺅﺮﻟﺍ ﻰﻟﺇ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻦﻣ
ﻲﻠﻤﻋ ﻞﻴﻟﺩ :ﻲﺒﻴﺗﺮﺘﻟﺍ ﺮﻴﻔﺸﺘﻟﺍﻭ ﺭﺍﺮﻘﻟﺍ ﺭﺎﺠﺷﺃ
ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺭﺎﻘﻌﻟﺍ ﺕﺍﺆﺒﻨﺘﻟﺍ ﺰﻳﺰﻌﺗ :ﺕﺎﺑﺎﻐﻟﺍ ﻰﻟﺇ ﺓﺩﺮﻔﻨﻤﻟﺍ ﺭﺎﺠﺷﻷﺍ ﻦﻣ
2024 ﻡﺎﻋ ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻥﺎﻘﺗﻹ ﺔﻴﻧﺎﺠﻣ ﺕﺍﺭﻭﺩ 5
ﺝﺭﺪﺘﻠﻟ ﺓﺯﺰﻌﻤﻟﺍ ﺕﺍﺭﺍﺪﺤﻧﻻﺍ ﻝﻼﺧ ﻦﻣ ﺔﻳﺆﺒﻨﺘﻟﺍ ﺔﻗﺪﻟﺍ ﺰﻳﺰﻌﺗ :ﺔﺌﺒﻌﺘﻟﺍ ﻰﻠﻋ ﺰﻳﺰﻌﺘﻟﺍ
ControlFlow ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻠﻟ ﺔﻌﺘﻤﻣ ﺕﺎﻘﻴﺒﻄﺗ 3 ءﺎﺸﻧﺇ
ﻞﻣﺎﻛ ﻑﺎﺸﻜﺘﺳﺍ :ﺔﺠﻣﺪﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻒﺋﺎﻇﻭ
ﻥﻮﺜﻳﺎﺑ ﺲﻴﻣﺍﻮﻗ ﺞﻣﺪﻟ ﺔﻄﻴﺴﺑ ﻕﺮﻃ 3
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺮﻛﺍﺬﻟﺍ ﺺﻴﺼﺨﺗ ﻊﺒﺘﺗ ﺔﻴﻔﻴﻛ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺮﺒﻋ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻴﻤﺠﺗ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﻝﺎﺜﻣ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻮﺗ ﻙﺎﺗ ﻚﻴﺗ ﺔﺒﻌﻟ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﺭﺪﺼﻤﻟﺍ ﺩﻮﻛ ﻊﻣ ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﻉﻭﺮﺸﻣ 35
(ﻕﺮﻃ 6) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﻗﺭ ﻊﻴﺑﺮﺗ ﺔﻴﻔﻴﻛ
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PHP ﺎﻤﻬﻨﻴﺑ ﻲﺴﻴﺋﺮﻟﺍ ﻕﺮﻔﻟﺍ :ﻥﻮﺜﻳﺎﺑ .ﻞﺑﺎﻘﻣ
NumPyﻭ ﺏﺮﻀﻟﺍﻭ ﻞﻳﺪﺒﺘﻟﺍ ﺕﺎﻓﻮﻔﺼﻣ ﻰﻠﻋ ﺔﻠﺜﻣﺃ :ﻥﻮﺜﻳﺎﺑ ﺔﻓﻮﻔﺼﻣ
FB ﻰﻟﺇ ﻝﻮﺧﺪﻟﺍ ﻞﻴﺠﺴﺘﻟ ﻝﺎﺜﻣ :Python ﻡﺍﺪﺨﺘﺳﺎﺑ Facebook ﻰﻟﺇ ﻝﻮﺧﺪﻟﺍ ﻞﻴﺠﺴﺗ
(ﻝﺎﺜﻣ ﻊﻣ) Python ﺓﺪﺣﻭ ﺭﺎﺒﺘﺧﺍ ﺭﺎﻃﺇ :PyUnit ـﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
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(ﺍﺪﻧﺎﺒﻟﺍ ﺔﻠﺜﻣﺃ ،ﺔﻴﻄﻤﻨﻟﺍ ﺓﺪﺣﻮﻟﺍ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ CSV ﻒﻠﻣ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
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ﺔﻠﺜﻣﺃ ﻊﻣ()readline ﻥﻮﺜﻳﺎﺑ ﺔﻘﻳﺮﻃ
[ﻝﺎﺜﻣ] ﻊﻓﺮﻟﺍﻭ ﺮﻴﺧﻷﺍﻭ ﻁﺎﻘﺘﻟﻻﺍﻭ ﺔﻟﻭﺎﺤﻤﻟﺍ :ﻥﻮﺜﻳﺎﺑ ﺕﺍءﺎﻨﺜﺘﺳﺍ ﺔﺠﻟﺎﻌﻣ
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Python ؟ﻞﻴﻟﺪﻟﺍ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ :ﻒﻠﻤﻟﺍ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺼﻧ ﻒﻠﻣ (ﺔﺑﺎﺘﻛ) ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﺔﻠﺜﻣﻷﺍ ﻊﻣ ﻲﻀﻘﻨﻤﻟﺍ ﺖﻗﻮﻟﺍ ﺱﺎﻴﻗ :ﻥﻮﺜﻳﺎﺑ ﺖﻗﺆﻣ ﺔﻔﻴﻇﻭ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺪﻳﺪﺟ ﺮﻄﺳ ﻥﻭﺪﺑ ﺔﻋﺎﺒﻄﻟﺍ ﺔﻴﻔﻴﻛ :ﺪﻳﺪﺠﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻂﺧ
type() ﻭ isinstance() ﺔﻠﺜﻣﺃ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ
Python time.sleep(): (ﻝﺎﺜﻣ) ﻚﺑ ﺹﺎﺨﻟﺍ ﺩﻮﻜﻟﺍ ﻰﻟﺇ ﺍﺮًﻴﺧﺄﺗ ﻒﺿﺃ
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ﻝﺎﺜﻣ ﻊﻣ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﺩﺍﺪﻋ
FIFO، LIFO ﻝﺎﺜﻣ :ﻥﻮﺜﻳﺎﺑ ﺭﺎﻈﺘﻧﺍ ﺔﻤﺋﺎﻗ
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(ﻝﺎﺜﻣ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻟﺍﺩ ءﺎﻋﺪﺘﺳﺍ ﺔﻴﻔﻴﻛ
()def Main ﻢﻬﻓ :ﺔﻘﻳﺮﻄﻟﺍ ﻝﺎﺜﻣﻭ ﺔﻴﺴﻴﺋﺮﻟﺍ Python ﺔﻔﻴﻇﻭ
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ﺔﻠﺜﻣﺃ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻝﺎﻜﺷﻷﺍ ﺩﺪﻌﺗ
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Windowsﻭ Macﻭ Linux ﻰﻠﻋ ﻥﻮﺜﻳﺎﺑ ﺭﺍﺪﺻﺇ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
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ﺔﻠﺜﻣﻷﺍ ﻊﻣ ﺔﻋﺎﺒﻄﻟﺍ ﺔﻴﻔﻴﻛ :()Python Print ﻥﺎﻴﺑ
Hello World: ﺞﻣﺎﻧﺮﺑ ءﺎﺸﻧﺈﺑ ﻢﻗ Python ﻚﺑ ﺹﺎﺨﻟﺍ ﻝﻭﻷﺍ
Windows [Pycharm IDE] ﻞﻴﻐﺸﺘﻟﺍ ﻡﺎﻈﻧ ﻰﻠﻋ ﻥﻮﺜﻳﺎﺑ ﺖﻴﺒﺜﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻘﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
ﺔﻏﺭﺎﻓ ﺔﻤﺋﺎﻘﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ - ﻥﻮﺜﻴﺑ
ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻋﻮﻤﺠﻤﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻏﺭﺎﻓ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﺦﻳﺭﺎﺘﻟﺍ ﺖﻗﻭ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﻝﻼﺧ ﻦﻣ ﺭﺍﺮﻜﺘﻟﺍ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺡﺎﺘﻔﻤﻟﺍ ﺩﻮﺟﻭ ﻦﻣ Python ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻪﻴﻟﺇ ﻝﻮﺻﻮﻟﺍ ﻢﺗ ﺔﻳﺩﻮﻌﻟﺍ ﻖﻤﻋ ﻰﺼﻗﺃ
[ﻕﺮﻃ 4] ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻴﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺮﻴﺧﻷﺍ ﺮﺼﻨﻌﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻦﻣ ءﺎﻀﻴﺒﻟﺍ ﺔﻓﺎﺴﻤﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻧﻭﺮﺘﻜﻟﻹﺍ ﺪﻳﺮﺒﻟﺍ ﻥﺍﻮﻨﻋ ﺔﺤﺻ ﻦﻣ ﻖﻘﺤﺘﻟﺍ
Tuple ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﺐﺴﺤﺗ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﻝﺎﺧﺩﺇ ﺬﺧﺃ ﺔﻴﻔﻴﻛ
ءﺎﻋﺪﺘﺳﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ "ﺔﻤﺋﺎﻘﻟﺍ" ﻦﺋﺎﻛ :ﻉﻮﻨﻟﺍ ﻲﻓ ﺄﻄﺧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﻒﻠﻤﻟﺍ ﺓءﺍﺮﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻂﺳﻮﺘﻣ ﻦﻋ ﺚﺤﺑﺍ
ﺔﻴﻓﺮﺤﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺺﺤﻓ ءﺎﻨﺛﺃ SyntaxError: eol ﻲﻓ ﺄﻄﺧ
ﺔﻴﺟﺭﺎﺨﻟﺍ ﺔﻔﻴﻇﻮﻟﺍ "ﻉﺎﺟﺭﺇ" :ﺔﻠﻤﺠﻟﺍ ءﺎﻨﺑ ﻲﻓ ﺄﻄﺧ
ﻦﻴﻴﻌﺘﻟﺍ ﻞﺒﻗ ﻪﻴﻟﺇ ﺭﺎﺸﻤﻟﺍ ﻲﻠﺤﻤﻟﺍ ﺮﻴﻐﺘﻤﻟﺍ
ﺔﺤﻴﺤﺻ ﺍﺩًﺍﺪﻋﺃ ﺔﻠﺴﻠﺴﻟﺍ ﺱﺭﺎﻬﻓ ﻥﻮﻜﺗ ﻥﺃ ﺐﺠﻳ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ
10 ﺱﺎﺳﻷﺍ ﺕﺍﺫ()int ـﻟ ﺔﺤﻟﺎﺻ ﺮﻴﻏ ﺔﻴﻓﺮﺣ ﺔﻤﻴﻗ :ﺔﻤﻴﻘﻟﺍ ﻲﻓ ﺄﻄﺧ
ﻕﺎﻄﻨﻟﺍ ﺝﺭﺎﺧ ﺱﺮﻬﻔﻟﺍ ﺔﻤﺋﺎﻗ :ﺱﺮﻬﻔﻟﺍ ﻲﻓ ﺄﻄﺧ
"ﺔﻤﺋﺎﻗ" :ﺔﺋﺰﺠﺘﻠﻟ ﻞﺑﺎﻗ ﺮﻴﻏ ﻉﻮﻧ :ﻉﻮﻨﻟﺍ ﻲﻓ ﺄﻄﺧ
TypeError: ﻦﺋﺎﻛ 'NoneType' ﺭﺍﺮﻜﺘﻠﻟ ﻞﺑﺎﻗ ﺮﻴﻏ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﻝﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﺔﻟﺍﺯﺇ
ﺪﻳﺪﺠﻟﺍ ﺮﻄﺴﻟﺍ ﻥﻭﺪﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻋﺎﺒﻃ
ﺕﺎﻴﻠﻤﻌﻟﺍ ﺔﻓﺎﺜﻛﻭ ﺔﻠﺴﻠﺳ ﺔﻠﺴﻠﺳ ﻥﻮﺜﻴﺑ
Python Regex ﺔﻴﻤﻗﺮﻟﺍ ﺔﻳﺪﺠﺑﻷﺍ ﻑﺮﺣﻸﻟ
.() cv2 ﻞﻴﻄﺘﺴﻤﻟﺍ ﺔﻘﻳﺮﻃ | ﻥﻮﺜﻳﺎﺑ
.() cv2 ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺔﻘﻳﺮﻃ |ﻥﻮﺜﻳﺎﺑ
()cv2 GaussianBlur ﺔﻘﻳﺮﻃ | ﻥﻮﺜﻳﺎﺑ
ModuleNotFoundError: ﻢﺳﺎﺑ ﺓﺪﺣﻭ ﺪﺟﻮﺗ ﻻ "cv2" ﻲﻓ Python
()cv2 VideoCapture ﺔﻘﻳﺮﻃ | ﻥﻮﺜﻳﺎﺑ
()cv2 findContours ﺔﻘﻳﺮﻃ | ﻥﻮﺜﻳﺎﺑ
Python ﻲﻓ ﺎﻏًﺭﺎﻓ DataFrame ءﺎﺸﻧﺈﺑ ﻢﻗ | ﺍﺪﻧﺎﺒﻟﺍ
DataFrame pandas ﻰﻟﺇ ﺎﻏًﺭﺎﻓ ﺍﺩًﻮﻤﻋ ﻒﺿﺃ
Pandas DataFrame ﻰﻟﺇ numpy ﺔﻋﻮﻤﺠﻣ ﻞﻳﻮﺤﺗ
Pandas DataFrame ﻰﻟﺇ NumPy Array
ﺩﻮﻤﻌﻟﺍ ﺔﻤﻴﻗ ﺐﺴﺣ Pandas Dataframe ﺔﻴﻔﺼﺗ ﺔﻴﻔﻴﻛ
Pandas DataFrame ﺩﻮﻤﻋ ﻲﻓ ﺓﺪﻳﺮﻓ ﻢﻴﻗ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
Pandas DataFrame ﻲﻓ ﺩﻮﻤﻌﻟﺍ ﺭﺍﺮﻜﺗ ﺕﺍﺮﻣ ﺩﺪﻋ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻢﻳﻮﻌﺗ ﻰﻟﺇ ﺩﻮﻤﻌﻟﺍ ﻞﻳﻮﺤﺗ ﺍﺪﻧﺎﺒﻟﺍ
DataFrame ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ ﺍﺪﻧﺎﺒﻟﺍ
ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ Dataframe ءﺎﺸﻧﺈﺑ ﺍﺪﻧﺎﺒﻟﺍ ﻡﻮﻘﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺍﺪﻧﺎﺒﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﺓﺪﻤﻋﺃ ﺐﻴﺗﺮﺗ ﺓﺩﺎﻋﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻌﻟﺍ ﺕﻼﺧﺪﻤﻟﺍ ﺬﺧﺃ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺮﺼﻨﻌﻟﺍ ﺕﻼﻴﺜﻣ ﺔﻓﺎﻛ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺔﺌﻴﻬﺗ ﺔﻴﻔﻴﻛ
ﻡﺪﺨﺘﺴﻤﻟﺍ ﺕﻼﺧﺪﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﺏﺮﺿ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺌﻴﺒﻟﺍ ﺕﺍﺮﻴﻐﺘﻣ ﺔﻋﺎﺒﻃ
"sklearn.cross_validation" ﻢﺳﺎﺑ ﺓﺪﺣﻭ ﺪﺟﻮﺗ ﻻ [ﺡﻼﺻﻹﺍ ﻢﺗ]
؟"str" ﺲﻴﻟﻭ ،ﺏﻮﻠﻄﻣ ﺕﺎﺘﻳﺎﺒﻟﺍ ﻪﺒﺸﻳ ﻦﺋﺎﻛ :TypeError ﺄﻄﺧ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ ﻙﺍﺮﺘﺷﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ 'int' ﻦﺋﺎﻜﻟﺍ :TypeError ﺄﻄﺧ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ ﻞﻴﻠﺤﺘﻟﺍ ءﺎﻨﺛﺃ ﻊﻗﻮﺘﻣ ﺮﻴﻏ SyntaxError: EOF ﻲﻓ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﺎﻋﺪﺘﺳﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ "ﺔﻴﻄﻤﻨﻟﺍ ﺓﺪﺣﻮﻟﺍ" ﻦﺋﺎﻛ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
؟"Str" ﺲﻴﻟﻭ ،ﺢﺋﺍﺮﺷ ﻭﺃ ﺔﺤﻴﺤﺻ ﺍﺩًﺍﺪﻋﺃ ﺔﻤﺋﺎﻘﻟﺍ ﺱﺭﺎﻬﻓ ﻥﻮﻜﺗ ﻥﺃ ﺐﺠﻳ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ [
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ "ﻢﻳﻮﻌﺗ" ﻉﻮﻨﻟﺍ ﻦﻣ ﺢﻴﺤﺻ ﺮﻴﻏ ﻢﻗﺮﺑ ﻞﺴﻠﺴﺘﻟﺍ ﺏﺮﺿ ﻦﻜﻤﻳ ﻻ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ [
ﺔﻴﺟﺭﺎﺧ ﺔﺋﺩﺎﺑ ﺔﻓﺎﺴﻣ ﻯﻮﺘﺴﻣ ﻱﺃ ﻊﻣ ﺔﺋﺩﺎﺒﻟﺍ ﺔﻓﺎﺴﻤﻟﺍ ءﺎﻐﻟﺇ ﻖﺑﺎﻄﺘﻳ ﻻ :ﺔﺋﺩﺎﺒﻟﺍ ﺔﻓﺎﺴﻤﻟﺍ
ﺔﻤﺋﺎﻋ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ ﺭﺬﻌﺗ :ﺔﻤﻴﻘﻟﺍ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
ﺔﻠﺴﻠﺴﻟﺍ ﻰﻟﺇ ("int" ﺲﻴﻟﻭ) ﺔﻠﺴﻠﺴﻟﺍ ﻞﺴﻠﺴﺗ ﻂﻘﻓ ﻦﻜﻤﻳ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
"numpy" ﻢﺳﺎﺑ ﺓﺪﺣﻭ ﺪﺟﻮﺗ ﻻ :ModuleNotFoundError [ﺡﻼﺻﻹﺍ ﻢﺗ]
ﺔﻠﺴﻠﺴﻟﺍ ﻖﻴﺴﻨﺗ ءﺎﻨﺛﺃ ﻂﺋﺎﺳﻮﻟﺍ ﺔﻓﺎﻛ ﻞﻳﻮﺤﺗ ﻢﺘﻳ ﻢﻟ :TypeError ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
ءﺎﻋﺪﺘﺳﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ 'int' ﻦﺋﺎﻜﻟﺍ :TypeError ﺄﻄﺧ ['ﺡﻼﺻﻹﺍ ﻢﺗ']
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻴﺿﺎﻳﺮﻟﺍ ﻝﺎﺠﻣ ﻲﻓ ﺄﻄﺧ :ﺔﻤﻴﻘﻟﺍ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
'int'ﻭ 'str' ﺕﻼﻴﺜﻣ ﻦﻴﺑ ﻡﻮﻋﺪﻣ ﺮﻴﻏ '>' :TypeError ﺄﻄﺧ [ﺡﻼﺻﻹﺍ ﻢﺗ]
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻣ ﺔﻋﺎﺒﻃ ﺔﻴﻔﻴﻛ
ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺪﻳﺪﺠﻟﺍ ﺮﻄﺴﻟﺍ ﺔﻟﺍﺯﺈﺑ ﻢﻗ ﻥﻮﺜﻳﺎﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺘﻳﺮﺸﻋ ﻦﻴﺘﻟﺰﻨﻣ ﻰﻟﺇ ﻢﻳﻮﻌﺘﻟﺍ ﻖﻴﺴﻨﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻴﻐﺘﻣ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺍًﺮﻄﺳ ﺍًﺮﻄﺳ ﻲﺼﻨﻟﺍ ﻒﻠﻤﻟﺍ ﺓءﺍﺮﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻉﻮﺒﺳﻷﺍ ﻦﻣ ﻡﻮﻳ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺞﻣﺎﻧﺮﺒﻟﺍ ﻦﻣ ﺝﻭﺮﺨﻠﻟ ﻕﺮﻃ 6
ﺕﺎﻴﻠﻤﻌﻟﺍ ﺔﻓﺎﺜﻛ ﻰﻟﺇ ﺔﻓﺍﺮﻋ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻬﺸﻟﺍ ﻦﻣ ﺮﻴﺧﻷﺍ ﻡﻮﻴﻟﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ 10 ﻭ 1 ﻦﻴﺑ ﻲﺋﺍﻮﺸﻋ ﻢﻗﺭ ﺪﻴﻟﻮﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﻳﺮﺸﻋ ﻦﻴﻤﻗﺭ ﻰﻟﺇ ﺐﻳﺮﻘﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻰﻟﺇ ﻑﺮﺣ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻴﺑ ﻲﻓ DateTime ﻰﻟﺇ Unix ﻲﻨﻣﺰﻟﺍ ﻊﺑﺎﻄﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺎﺴﻤﻟﺍ ﻦﻣ ﻒﻠﻤﻟﺍ ﻢﺳﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺔﻠﺻﺎﻔﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺘﻤﺋﺎﻗ ﻲﻓ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻟﺎﺜﻤﻟﺍ ﺩﺍﺪﻋﻷﺍ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺗﺎﻔﻤﻟﺍ ﻰﻠﻋ ﻂﻐﻀﻟﺍ ﻒﺸﻛ
ﺕﺎﻴﻠﻤﻌﻟﺍ ﺔﻓﺎﺜﻛ ﻰﻟﺇ ﺩﻮﻤﻌﻟﺍ ﻞﻳﻮﺤﺗ ﺍﺪﻧﺎﺒﻟﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻴﻘﻄﻨﻣ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺦﻳﺭﺎﺘﻟﺍ ﻰﻟﺇ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ 1 ﻭ 0 ﻦﻴﺑ ﻲﺋﺍﻮﺸﻋ ﻢﻗﺭ ﺪﻴﻟﻮﺗ
ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﺎﻃﺇ ﻢﻴﺴﻘﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻰﻟﺇ ﺮﺼﻌﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻱﺩﺎﻣﺮﻟﺍ ﺝﺭﺪﺗ ﻰﻟﺇ ﺓﺭﻮﺼﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻯﻮﺼﻘﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺱﺮﻬﻓ ﻦﻋ ﺚﺤﺑﺍ
[ﻕﺮﻃ 5] ﻒﻠﻤﻟﺍ ﻰﻟﺇ ﻥﻮﺜﻳﺎﺑ ﺔﺑﺎﺘﻛ ﺮﻴﻐﺘﻣ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻞﻴﻟﺪﻟﺍ ﻲﻓ ﺓﺩﻮﺟﻮﻤﻟﺍ ﺕﺎﻔﻠﻤﻟﺍ ﻝﻼﺧ ﻦﻣ ﺭﺍﺮﻜﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺋﺎﻘﻠﺗ ﺮﻘﻧ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
Matplotlib ﻲﻓ ﻥﺍﻮﻨﻌﻟﺍ ﻂﺧ ﻢﺠﺣ ﺮﻴﻴﻐﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﻗﺮﻟﺍ ﻰﻟﺇ ﻞﺻﺍﻮﻓ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ CSV ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﺔﺑﺎﺘﻛ
[ﻕﺮﻃ 3] ؟ﻥﻮﺜﻳﺎﺑ ﻝﻮﺧﺪﻟﺍ ﻞﻴﺠﺴﺗ (%) ﺔﻳﻮﺌﻤﻟﺍ ﺔﺒﺴﻨﻟﺍ ﺔﻋﺎﺒﻃ
(ﺝﺭﺪﻣ ﻝﺎﺜﻣ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻛ ﺮﻴﻐﺘﻣ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﺩﻮﻤﻌﻟﺍ ﻲﻓ ﻢﻴﻘﻟﺍ ﻝﺪﺒﺘﺴﺗ ﺍﺪﻧﺎﺒﻟﺍ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺙﺍﺪﺣﻷﺍ ﻊﻴﻤﺠﻟ ﺎﺳًﺮﻬﻓ Python ﺪﺠﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺮﻄﺳﺃ ﻰﻠﻋ ﻖﻴﻠﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺎﻔﺻﻷﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﺔﺌﻴﻬﺘﻟ ﻕﺮﻃ ﻊﺑﺭﺃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻋ ﺔﻴﻘﻄﻨﻣ ﺔﻤﻴﻗ ﻰﻠﻋ ﻞﺼﺣﺍ
ﺎﺤًﻴﺤﺻ ﺍﺩًﺪﻋ ﻝﺎﺧﺩﻹﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻥﻮﺜﻳﺎﺑ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ 2 ﺭﺍﺪﻘﻤﺑ ﺔﻘﻠﺤﻟﺍ ﺓﺩﺎﻳﺰﻟ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ Bytearray ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺍﺩًﻮﺟﻮﻣ ﻦﻜﻳ ﻢﻟ ﺍﺫﺇ ﻒﻠﻣ ءﺎﺸﻧﺇ
ﻥﻮﺜﻴﺑ ﻲﻓ Char ﺔﻋﻮﻤﺠﻣ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻟﺍﺩ ءﺎﻋﺪﺘﺳﺍ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻳﺪﻴﻠﻗﻹﺍ ﺔﻓﺎﺴﻤﻟﺍ ﺏﺎﺴﺣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ int ﺔﻓﻮﻔﺼﻤﻟﺍ ﻰﻟﺇ ﺔﻤﺋﺎﻌﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻞﻳﻮﺤﺗ
(ﻝﺎﺜﻤﻟﺍ ﻊﻣ) ؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﻥﺎﻧ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻖﻠﻄﻤﻟﺍ ﺭﺎﺴﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻠﻣ ﻰﻟﺇ ﺔﻋﺎﺒﻄﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻤﻴﻘﻟﺍ ﺐﺴﺣ ﺱﻮﻣﺎﻘﻟﺍ ﺯﺮﻓ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺕﺍﺩﺪﺤﻤﺑ ﺔﻠﺴﻠﺴﻟﺍ ﻢﻴﺴﻘﺗ
(ﻊﻗﻮﺘﻣ 2) ﺎﻬﻄﻐﺿ ﻚﻓ ﻦﻜﻤﻳ ﻻ ﻲﺘﻟﺍ ﻢﻴﻘﻟﺍ ﻦﻣ ﺍﺪًﺟ ﺮﻴﺒﻛ ﺩﺪﻋ ﻙﺎﻨﻫ :ﺔﻤﻴﻘﻟﺍ ﺄﻄﺧ [ﺡﻼﺻﻹﺍ ﻢ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻢﺠﺣ ﻰﻠﻋ ﻞﺼﺣﺍ :ﻥﻮﺜﻳﺎﺑ ﺔﻓﻮﻔﺼﻣ ﻢﺠﺣ
[ﻕﺮﻃ 9] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﺋﺎﻋ ﻕﺎﻄﻧ ءﺎﺸﻧﺇ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ءﻼﻣﻹﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻕﺎﺤﻟﺇ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 8] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍ ﺔﻧﺭﺎﻘﻣ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻋﻮﻤﺠﻤﻟﺍ ﻞﻳﻮﺤﺗ
ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﻥﺎﻧ ﻊﻣ ﻑﻮﻔﺼﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ
[ﻕﺮﻃ 5] Pandas ﻲﻓ ﺩﻮﻤﻌﻟﺍ ﻰﻠﻋ ﺔﻔﻴﻇﻮﻟﺍ ﻖﻴﺒﻄﺗ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻲﻓ ﻑﺮﺣﻷﺍ ﺩﺪﻋ ﺏﺎﺴﺣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻦﻋ ﺓﺭﺎﺒﻋ ﺮﻴﻐﺘﻤﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﺧﺁ ﻞﻴﻟﺩ ﻰﻟﺇ ﻒﻠﻤﻟﺍ ﺦﺴﻧ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻠﻔﺴﻟﺍ ﺔﻃﺮﺸﻟﺎﺑ ﺔﻓﺎﺴﻤﻟﺍ ﻝﺍﺪﺒﺘﺳﺍ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺦﻳﺭﺎﺘﻟﺍ ﻦﻣ ﺔﻨﺳ ﻰﻠﻋ ﻞﺼﺣﺍ
JSON ﻖﻴﺴﻨﺘﺑ ﻞﺴﻠﺴﺘﻠﻟ ﻞﺑﺎﻗ ﺮﻴﻏ int64 ﻉﻮﻨﻟﺍ ﻦﻣ ﻦﺋﺎﻜﻟﺍ [ﺡﻼﺻﻹﺍ ﻢﺗ]
ﺮﻄﺴﻟﺍ ﺭﺍﺮﻤﺘﺳﺍ ﻑﺮﺣ ﺪﻌﺑ ﻊﻗﻮﺘﻣ ﺮﻴﻏ ﻑﺮﺣ :ﺔﻠﻤﺠﻟﺍ ءﺎﻨﺑ ﻲﻓ ﺄﻄﺧ [ﺡﻼﺻﻹﺍ ﻢﺗ]
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ Word ﺔﻟﺍﺯﺇ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺱﺍﻮﻗﻷﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Datetime ﻰﻟﺇ ﻲﻧﺍﻮﺛ ﻒﺿﺃ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺱﺎﺒﺘﻗﻻﺍ ﺕﺎﻣﻼﻋ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﻲﺴﻜﻌﻟﺍ ﻞﺋﺎﻤﻟﺍ ﻂﺨﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻳﺪﻟﺍﻮﻟﺍ ﻞﻴﻟﺩ ﻰﻠﻋ ﻞﺼﺣﺍ
Python ﻲﻓ URL ﻦﻣ HTML ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﻮﻴﻟﺍ ﺦﻳﺭﺎﺗ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ YYYYMMDD ﻰﻟﺇ ﺦﻳﺭﺎﺘﻟﺍ ﻖﻴﺴﻨﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻋﺎﺒﻄﻟﺍ ﻞﺑﺎﻘﻣ ﺓﺩﻮﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ 100 ﻰﻟﺇ 1 ﻦﻣ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺺﻨﻟﺍ ﻦﻣ URL ﻦﻳﻭﺎﻨﻋ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ 10 ﻰﻟﺇ 1 ﻦﻣ ﺔﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺢﻴﺤﺻ ﺩﺪﻋ ﺝﺍﺮﺨﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻰﻟﺇ ﺮﻬﺷ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻔﻴﻇﻮﻟﺍ ﻦﻣ ﺮﻴﻐﺘﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ f-String ﻲﻓ ﺪﻌﺠﻤﻟﺍ ﺱﻮﻘﻟﺍ ﻦﻣ ﺏﻭﺮﻬﻟﺍ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﺔﻘﻠﺣ ﻲﻓ ﺪﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻲﻓ ﺔﻤﻠﻛ ﻝﺍﺪﺒﺘﺳﺍ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻰﻟﺇ ﺕﺎﻋﺎﺳ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﻗﺭ ﻰﻟﺇ ﺮﻬﺸﻟﺍ ﻢﺳﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﻰﻟﺇ ﺱﻮﻣﺎﻗ ﺔﻓﺎﺿﺇ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺪﻟﻮﻤﻟﺍ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺪﻟﻮﻤﻟﺍ ﻦﺋﺎﻛ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻦﻣ ﺔﻋﺎﺳ ﻰﻠﻋ ﻞﺼﺣﺍ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟ ﻖﻴﻤﻌﻟﺍ ﺦﺴﻨﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ UUID ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﻲﻘﻄﻨﻣ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 7] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﺎﺤﻟﺍ ﻞﻴﻟﺪﻟﺍ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺾﻌﺒﻟﺍ ﺎﻬﻀﻌﺑ ﻊﻣ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺔﻧﺭﺎﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺪﺣﺍﻭ ﺮﻄﺳ ﻲﻓ ﺮﺧﺁ ﻥﺎﻛ ﺍﺫﺇ
Python ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ xa0 ﺔﻟﺍﺯﺈﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻠﻤﻟﺍ ﺭﺎﺴﻣ ﻦﻣ ﻞﻴﻟﺪﻟﺍ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ HTML ﺕﺎﻣﻼﻋ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﻑﺮﺤﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻒﻠﻤﻟﺍ ﻢﺳﺍ ﻦﻣ ﺩﺍﺪﺘﻣﻻﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Int ﻰﻟﺇ ﺖﻳﺎﺒﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺍﺩًﻮﺟﻮﻣ ﻥﺎﻛ ﺍﺫﺇ ﻒﻠﻤﻟﺍ ﻑﺬﺣﺍ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻓﺎﺴﻤﺑ ﺔﻠﺻﺎﻔﻟﺍ ﻝﺍﺪﺒﺘﺳﺍ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ for ﺔﻘﻠﺣ ﻲﻓ ﻲﻟﺯﺎﻨﺘﻟﺍ ﺪﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻓﺎﺴﻤﺑ ﺐﻳﻮﺒﺘﻟﺍ ﺕﺎﻣﻼﻋ ﻝﺍﺪﺒﺘﺳﺍ
Python ﻲﻓ ﺓﺭﻮﺼﻛ Numpy ﺔﻓﻮﻔﺼﻣ ﻆﻔﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺍﺮﻜﺘﻠﻟ ﻼًﺑﺎﻗ ﻦﺋﺎﻜﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺴﻜﻌﻟﺍ ﻞﺋﺎﻤﻟﺍ ﻂﺨﻟﺍ ﻑﺮﺣ ﻦﻣ ﺏﻭﺮﻬﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺓﺩﺮﻔﻤﻟﺍ ﺱﺎﺒﺘﻗﻻﺍ ﺕﺎﻣﻼﻋ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ ﻲﻧﺎﻣﻭﺮﻟﺍ ﻢﻗﺮﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻋ ﻡﺎﻗﺭﺄﺑ ﺔﻓﻮﻔﺼﻤﻟﺍ ءﻞﻣ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺦﻳﺭﺎﺘﻟﺍ ﻦﻣ ﻡﻮﻴﻟﺍ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
[ﻕﺮﻃ 3] Python ﻲﻓ ﻲﺳﺍﺪﺴﻟﺍ ﻞﻜﺸﻟﺎﺑ int ﻊﺒﻃﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺍﺮًﻄﺳ ﺱﻮﻣﺎﻘﻟﺍ ﺮﻄﺳ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ b ﻥﻭﺪﺑ ﺕﺎﺘﻳﺎﺒﻟﺍ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻠﻟ ﺔﻴﻋﺮﻔﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻊﻴﻤﺟ ﻦﻋ ﺚﺤﺒﻟﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺲﻜﻧﻮﻳ ﻲﻨﻣﺰﻟﺍ ﻊﺑﺎﻄﻟﺍ ﻰﻟﺇ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻰﻟﺇ Tuple ﺔﻓﺎﺿﺇ
TypeError: ﻉﻮﻨﻟﺍ ﻦﺋﺎﻛ Datetime ﻞﺴﻠﺴﺘﻠﻟ ﻼًﺑﺎﻗ ﺲﻴﻟ Json ﻲﻓ Python
ﻥﻮﺜﻳﺎﺑ ﻲﻓ 0 ﻰﻟﺇ 1 ﻦﻣﻭ 1 ﻰﻟﺇ 0 ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻱﺮﺸﻋ ﻲﺳﺍﺪﺳ ﻞﻜﺷ ﻰﻠﻋ ﺕﺎﺘﻳﺎﺒﻟﺍ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻞﺒﻗ r ﺔﺋﺩﺎﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺨﻳﺭﺎﺗ ﻦﻴﺑ ﺦﻳﺭﺎﺘﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
[ﻕﺮﻃ 7] ﻥﻮﺜﻳﺎﺑ ﻲﻓ 0x ﻥﻭﺪﺑ ﺔﻳﺮﺸﻋ ﺖﺳ ﺔﻋﺎﺒﻃ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺸﻋ ﺔﻣﻼﻋ ﻥﻭﺪﺑ ﻢﻗﺮﻟﺍ ﺔﻋﺎﺒﻃ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺟﻭﺩﺰﻤﻟﺍ ﺱﺎﺒﺘﻗﻻﺍ ﺕﺎﻣﻼﻌﺑ ﺓﺩﺮﻔﻤﻟﺍ ﺱﺎﺒﺘﻗﻻﺍ ﺕﺎﻣﻼﻋ ﻝﺍﺪﺒﺘﺳﺍ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﺎﺧ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺧﺁ ﺮﺼﻨﻋ ﻞﻛ ﻰﻠﻋ ﻞﺼﺣﺍ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻦﻣ ﺖﻗﻮﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻬﺸﻟﺍ ﻦﻣ ﻝﻭﻷﺍ ﻡﻮﻴﻟﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﻣﻮﻳ ﻦﻴﺑ ﺦﻳﺭﺍﻮﺘﻟﺍ ﻊﻴﻤﺟ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺨﻳﺭﺎﺗ ﻦﻴﺑ ﻞﻤﻌﻟﺍ ﻡﺎﻳﺃ ﺩﺪﻋ ﻰﻠﻋ ﻞﺼﺣﺍ
[ﻕﺮﻃ 7] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻰﻟﺇ ﻞﺻﺍﻮﻓ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﺮﺣﻷﺍ ﻦﻴﺑ ﺕﺎﻓﺎﺴﻣ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻏﺭﺎﻓ ﺔﻠﺴﻠﺴﻛ ءﻲﺷ ﻻ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺸﻌﻟﺍ ﺭﻮﺴﻜﻟﺍ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ if ﻥﺎﻴﺑ ﻦﻣ ﺝﻭﺮﺨﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻄﺴﻟﺍ ﺲﻔﻧ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍﻭ ﺮﻴﻐﺘﻤﻟﺍ ﺔﻋﺎﺒﻃ
[ﻕﺮﻃ 4] Python ﻲﻓ String ﻦﻣ NewLine ﺔﻟﺍﺯﺇ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﺮﺤﻟﺍ ﻰﺘﺣ ﺔﻠﺴﻠﺴﻟﺍ ﺔﻋﺎﺒﻃ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺼﻔﻨﻣ ﺮﻄﺳﺃ ﻰﻠﻋ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﻲﺷ ﻻ ﺮﻴﻐﺘﻤﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺼﻨﻟﺍ ﻒﻠﻤﻟﺍ ﻦﻣ ﺔﻏﺭﺎﻔﻟﺍ ﺮﻄﺳﻷﺍ ﺔﻟﺍﺯﺇ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﻢﻴﻗﺮﺘﻟﺍ ﺕﺎﻣﻼﻋ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﻮﻴﻟﺍ ﻦﻣ ﺮﺒﻛﺃ ﺦﻳﺭﺎﺘﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﻓﺮﺣ ﻦﻴﺑ ﺔﻠﺴﻠﺳ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺎﺴﻣ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ
[ﻥﺎﺘﻘﻳﺮﻃ] ﻥﻮﺜﻳﺎﺑ ﺔﻘﻠﺣ ﻲﻓ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﻲﻄﺨﺗ
[ﻥﺎﺘﻘﻳﺮﻃ] ﻥﻮﺜﻳﺎﺑ ﻲﻓ Stdout ﻰﻟﺇ ﻝﻮﺧﺪﻟﺍ ﻞﻴﺠﺴﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻞﺒﻗ b ﺔﺋﺩﺎﺒﻟﺍ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﺎﻗﺭﺃ ﻰﻟﺇ ﺢﻴﺤﺻ ﺩﺪﻋ ﻢﻴﺴﻘﺗ
[ﻥﺎﺘﻘﻳﺮﻃ] ﺔﻤﺋﺎﻗ ﻰﻟﺇ Pandas ﺕﺎﻧﺎﻴﺑ ﺩﻮﻤﻋ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 4] ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺔﻟﺍﺯﺇ
[ﻥﺎﺘﻘﻳﺮﻃ] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺨﻳﺭﺎﺗ ﻦﻴﺑ ﺮﻬﺷﻷﺍ ﺔﻤﺋﺎﻗ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﻑﺮﺣ ﻦﻋ ﺚﺤﺒﻟﺍ
[ﻕﺮﻃ 7] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﻑﺮﺣﻷﺍ ﺕﺍﺭﺍﺮﻜﺗ ﺏﺎﺴﺣ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﺻﺍﻮﻔﺑ ﺔﻟﻮﺼﻔﻣ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺋﺎﻨﺛ ﻒﻠﻣ ﺔﺑﺎﺘﻛ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻠﻣ ﻲﻓ ﻦﺋﺎﻜﻟﺍ ﻆﻔﺣ
[ﻥﺎﺘﻘﻳﺮﻃ] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻂﺨﻟﺍ ﺭﺍﺮﻤﺘﺳﺍ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
[ﻕﺮﻃ 4] ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺔﻴﻤﻗﺮﻟﺍ ﺮﻴﻏ ﻑﺮﺣﻷﺍ ﺔﻓﺎﻛ ﺔﻟﺍﺯﺇ
[ﻥﺎﺘﻘﻳﺮﻃ] ﻥﻮﺜﻳﺎﺑ ﻲﻓ UTF-8 ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﺮﻴﻔﺸﺗ
[ﻕﺮﻃ 3] Python ﻲﻓ Int Array ﻰﻟﺇ String Array ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﻲﻟﺎﺘﻟﺍ ﺮﻬﺸﻟﺍ ﻦﻣ ﻝﻭﻷﺍ ﻡﻮﻴﻟﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺍﺮﻣ N ﺔﻤﺋﺎﻘﻟﺍ ﺭﺮﻛ
Python ﻲﻓ "unicode" ﻢﺳﻻﺍ ﻒﻳﺮﻌﺗ ﻢﺘﻳ ﻢﻟ ﻢﺳﻻﺍ ﻲﻓ ﺄﻄﺧ [ﺡﻼﺻﻹﺍ ﻢﺗ]
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻯﺮﺧﺃ ﺔﻟﺍﺩ ﻦﻣ ﺔﻟﺍﺩ ءﺎﻋﺪﺘﺳﺍ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ NaN ﻢﻴﻗ ﻊﻴﻤﺟ ﻦﻣ ﺔﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﻴﻟﺪﻟﺍ ﻲﻓ ﺕﺎﻔﻠﻤﻟﺍ ﺪﻋ
[ﻥﺎﺘﻘﻳﺮﻃ] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺪﻌﺘﻣ CSV ﺕﺎﻔﻠﻣ ﺞﻣﺩ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﻰﻟﻭﻷﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﻏًﺭﺎﻓ ﺮﻴﻐﺘﻤﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺣﺎﺴﻣ ﻥﻭﺪﺑ ﺔﻋﺎﺒﻄﻟﺍ
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺪﻳﺪﺠﻟﺍ ﺮﻄﺴﻟﺍ ﻥﻭﺪﺑ ﻒﻠﻤﻟﺍ ﺓءﺍﺮﻗ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻤﻗﺮﻟﺍ ﺔﻳﺪﺠﺑﻷﺍ ﺮﻴﻏ ﻑﺮﺣﻷﺍ ﺔﻟﺍﺯﺇ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻏﺭﺎﻓ ﺔﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ
ﺔﻠﺜﻣﺃ ﻊﻣ (ﺔﻴﻧﺎﺛ ﻲﻠﻠﻣ) ﺔﻴﻧﺎﺛ ﻲﻠﻴﻣ ﻡﻮﻨﻟﺍ ﻥﻮﺜﻳﺎﺑ
ﻙﺍﺮﺘﺷﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ 'dict_values' ﻦﺋﺎﻛ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
[ﻥﺎﺘﻘﻳﺮﻃ] ﻂﺋﺎﺳﻮﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ Bash ﻦﻣ Python Script ءﺎﻋﺪﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ xrange ﻢﺳﻻﺍ ﻒﻳﺮﻌﺗ ﻢﺘﻳ ﻢﻟ :ﻢﺳﻻﺍ ﻲﻓ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
[ﻕﺮﻃ 4] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﻱﺮﺸﻋ ﻲﺳﺍﺪﺳ ﻞﻳﻮﺤﺗ
ﻢﺳﻻﺍ ﺕﺎﺒﻠﻃ ﻒﻳﺮﻌﺗ ﻢﺘﻳ ﻢﻟ :ﻢﺳﻻﺍ ﻲﻓ ﺄﻄﺧ [ﻝﻮﻠﺤﻣ]
[ﻥﺎﺘﻠﻬﺳ ﻥﺎﺘﻘﻳﺮﻃ] ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﻢﺋﺎﻋ ﻰﻟﺇ ﻦﺋﺎﻜﻟﺍ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 5] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺗ
[ﻕﺮﻃ 3] ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﺔﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ
[ﻕﺮﻃ 3] NumPy ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺓﺪﻳﺮﻔﻟﺍ ﻢﻴﻘﻟﺍ ﺏﺎﺴﺣ
[ﻕﺮﻃ 5] Bash ﻲﻓ Python Script ﻦﻣ ﺕﺎﺟﺮﺨﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ Python ﻊﻳﺭﺎﺸﻤﻟ ﺔﻌﺋﺍﺭ README ﺕﺎﻔﻠﻣ ءﺎﺸﻧﺇ
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Pandas ﻲﻓ ﺔﻴﻣﺮﻬﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻴﻈﻨﺘﻟ MultiIndex ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Python ﻲﻓ Pathlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻴًﻃﺎﻴﺘﺣﺍ ﺎﻬﺨﺴﻧﻭ ﺎﻬﻴﻓ ﺚﺤﺒﻟﺍﻭ ﺕﺎﻔﻠﻤﻟﺍ ﻢﻴﻈﻨﺗ
NumPy ﻊﻣ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ
ﺓﺩﻮﻘﻔﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻠﻟ NumPy ﻲﻓ ﺔﻌﻨﻘﻤﻟﺍ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ
ﺎﻬﺘﻋﺮﺳﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺓءﺎﻔﻜﻟ ﻥﻮﺜﻳﺎﺑ ﺢﺋﺎﺼﻧ 5
GPT-4o ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻊﻳﺭﺎﺸﻣ ءﺎﻨﺒﻟ ﻕﺮﻃ 3
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﺓﺭﺍﺩﺇ ﺔﻟﻮﻬﺴﻟ ﻝﻭﺪﻨﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ :ﻙﻮﺗ ﻚﻴﺗ
NumPy ﻊﻣ ﻚﺑ ﺹﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﻊﻳﺮﺴﺗ
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ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﺕﺎﺑﺎﺴﺣ ءﺍﺮﺟﻹ NumPy ﻡﺍﺪﺨﺘﺳﺍ
ﻆﻔﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻞﻐﺸﻣ ﻡﺍﺪﺨﺘﺳﻻ (ﻻ) ﻒﻴﻛ
NumPy ﻊﻣ Pandas ﺓءﺎﻔﻛ ﺮﺜﻛﺃ ﻞﻜﺸﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺘﻟ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻡﺎﻬﻤﻟ Pandas ﻲﻓ ﺎﻘًﺒﺴﻣ ﺎﻬﺘﺠﻟﺎﻌﻣﻭ ﺔﻴﺼﻨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻰﻠﻋ ﻮﺸﺤﻟﺍ ﻖﻴﺒﻄﺗ ﺔﻴﻔﻴﻛ
Pip Install YOU: ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ءﺎﺸﻧﻹ ﻦﻴﺋﺪﺘﺒﻤﻟﺍ ﻞﻴﻟﺩ
ﺔﻴﻄﺨﻟﺍ ﺮﻴﻏ ﺕﻻﺩﺎﻌﻤﻟﺍ ﺔﻤﻈﻧﺃ ﻞﺤﻟ NumPy ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ﻲﻓ ﺔﻳﺩﺎﻌﻟﺍ ﺕﺍﺮﻴﺒﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﻻ ﺢﺋﺎﺼﻧ 5
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻲﻓ ﺔﻓﺮﻄﺘﻤﻟﺍ ﻢﻴﻘﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺕﺎﻧﺎﻴﺑ ﺱﺪﻨﻬﻣ ﻞﻛ ﺎﻬﻓﺮﻌﻳ ﻥﺃ ﺐﺠﻳ ﺔﺠﻣﺪﻣ ﻥﻮﺜﻳﺎﺑ ﺕﺍﺪﺣﻭ 10
ﺍﺪﻧﺎﺒﻟﺍ ﻊﻣ ﻝﺎﻌﻓ ﻞﻜﺸﺑ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺓﺭﺍﺩﺇ ﺔﻴﻔﻴﻛ
Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ DataFrame ﺓﺪﻤﻋﺃ ﻰﻠﻋ ﺓﺪﻘﻌﻤﻟﺍ ﺔﻴﻔﺼﺘﻟﺍ ﻞﻣﺍﻮﻋ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺎﺑ ﻞﻤﻌﺗ ﻲﺘﻟﺍ ﺐﻳﻮﻟﺍ ﺕﺎﻘﻴﺒﻄﺗ ءﺎﻨﺒﻟ FastAPI ﻡﺍﺪﺨﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻴﺳﺎﺳﻷﺍ ﻢﻜﺤﺘﻟﺍ ﺔﻳﺮﻈﻧ :ﺦﻳﺭﺍﻮﺼﻟﺍ ﻲﻓ ﻢﻜﺤﺘﻟﺍ ﻡﺎﻈﻧ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
ﺔﻴﻟﺎﻤﻟﺍﻭ ﺔﺣﻼﻤﻟﺍ ﻲﻓ ﺔﺠﻋﺰﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻂﻴﺴﺒﺗ ﺔﻴﻔﻴﻛ ؟ﻥﺎﻤﻟﺎﻛ ﺢﺷﺮﻣ ﻮﻫ ﺎﻣ
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LlamaIndex ﻡﺍﺪﺨﺘﺳﺎﺑ RAG ﺐﻴﺑﺎﻧﺃ ﻂﺧ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
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ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﻳﻭﺎﻘﺗ ءﺎﺸﻧﺇ :ﻥﻮﺜﻳﺎﺑ ﻢﻳﻮﻘﺗ ﺓﺪﺣﻭ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ __pycache__ ﺪﻠﺠﻤﻟﺍ ﻮﻫ ﺎﻣ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻛﺎﻣﻷﺍ ﺔﻳﻮﻫ ءﺎﻔﺧﺇ ﺔﻴﻔﻴﻛ
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ﻖﻳﺮﻄﻟﺍ ﺔﻄﻳﺮﺧ :ﻊﻴﺑﺎﺳﺃ ﺔﻌﺑﺭﺃ ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﻢﻠﻌﺗ
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ﻥﻮﺜﻴﺑ ﻲﻓ ﺮﻴﺒﻛ ﻒﻠﻤﻟ ﺔﻳﺯﺍﻮﻤﻟﺍ ﺔﺠﻟﺎﻌﻤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺕﺍﺪﻟﻮﻣ ﻊﻣ ﻞﻤﻌﻟﺍ ﻲﻓ ﻉﻭﺮﺸﻟﺍ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻌﻟ ﺔﺒﻌﺼﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺒﻟ ﺔﻠﺑﺎﻘﻣ ﺔﻠﺌﺳﺃ 3
Metaclassesﻭ Python ﻦﻴﻳﺰﺗ ﺕﺍﻭﺩﺃ ﻦﻋ ﻪﻓﺮﻌﺗ ﻥﺃ ﺐﺠﻳ ﺎﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻕﺮﻔﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺤﺳ ﺔﻘﻳﺮﻃ :__getitem__ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﺍﺪﻧﺎﺒﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺍﺭﺎﻃﺇ ﺞﻣﺪﻟ ﻕﺮﻃ 3
ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺒﻟ ﺔﻴﻠﻤﻋ ﻞﻴﺣ 10 :ﻲﻧﺎﺠﻣ ﻲﻧﻭﺮﺘﻜﻟﺇ ﺏﺎﺘﻛ
ﻞﻴﻤﺠﻟﺍ ءﺎﺴﺤﻟﺍﻭ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻒﻳﺮﺠﺘﻟ ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ ﻞﻴﻟﺩ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﺮﻳﻮﻄﺘﻟ VSCode ﻞﻴﺣﻭ ﺔﺤﻴﺼﻧ 12
OpenAI’s Whisper API ﺔﻤﺟﺮﺘﻟﺍﻭ ﺦﺴﻨﻠﻟ
ﻚﻟﺫ ﻦﻣ ﻻًﺪﺑ ﻦﻳﻮﻜﺘﻟﺍ ﺕﺎﻔﻠﻣ ﻡﺪﺨﺘﺳﺍ - ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻉﻭﺮﺸﻣ ﻲﻓ ﺔﻣﺭﺎﺼﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻒﻗﻭﺃ
ﻲﻧﺎﺠﻣ ﺏﺎﺘﻛ :ﻥﻮﺜﻳﺎﺑ ﺔﻌﺒﻃ ،ﻲﺋﺎﺼﺣﻹﺍ ﻢﻠﻌﺘﻠﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻳﺩﺎﻌﻟﺍ ﺕﺍﺮﻴﺒﻌﺘﻟﺍ ﻥﺎﻘﺗﺇ
ﺔﻴﻧﺎﻜﻤﻟﺍ ﺔﻴﻓﺍﺮﻐﺠﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﻡﺰﺣ 5
[ﻥﻮﺜﻳﺎﺑ ﺭﺍﺪﺻﺇ] ﺱﺭﺎﻬﻔﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ SQL ﺕﺎﻣﻼﻌﺘﺳﺍ ﻊﻳﺮﺴﺗ ﺔﻴﻔﻴﻛ
OpenAI GPT ﺝﺫﻮﻤﻧ ﻡﺍﺪﺨﺘﺳﻻ ﺕﺎﺳﺭﺎﻤﻤﻟﺍ ﻞﻀﻓﺃ
ﺓﺮﻬﺷ ﻞﻗﻷﺍ Python ﺕﺎﺒﺘﻜﻣ ﺕﺎﻧﺎﻜﻣﻹ ﻥﺎﻨﻌﻟﺍ ﻕﻼﻃﺇ :Pandasﻭ Numpy ءﺍﺭﻭ ﺎﻣ
Dashﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﻜﺤﺗ ﺔﺣﻮﻟ ءﺎﺸﻧﺇ
ﺎﻬﻓﺮﻌﺗ ﻦﻜﺗ ﻢﻟ ﺎﻤﺑﺭ Python Itertools ﺔﻴﻔﺼﺗ ﻒﺋﺎﻇﻭ 4
LlamaIndex ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺑ ﺹﺎﺨﻟﺍ PandasAI ءﺎﻨﺒﺑ ﻢﻗ
ﻢﻜﺤﺘﻟﺍ ﻞﻛﺎﻴﻫﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻉﺍﻮﻧﺃﻭ ﺔﻠﻤﺠﻟﺍ ءﺎﻨﺑ :ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﺳﺎﺳﺃ
ﺕﺍﻮﻄﺧ 5 ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﻞﻛﺎﻴﻫ ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺪﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻖﻓﺪﺗ ﻲﻓ ﻢﻜﺤﺘﻠﻟ ﺶﻐﻟﺍ ﺔﻗﺭﻭ
GeoPandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻧﺎﻜﻤﻟﺍ ﺔﻴﻓﺍﺮﻐﺠﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻦﻣ ﺓﺩﺎﻔﺘﺳﻻﺍ
cProfileﻭ timeit ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺰﻣﺭ ﻂﻴﻤﻨﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺟﺎﺘﻨﺘﺳﻻﺍﻭ ﻲﻔﺻﻮﻟﺍ ءﺎﺼﺣﻹﺍ ﻖﻴﺒﻄﺗ
ﺪﺑﻷﺍ ﻰﻟﺇ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻋ ﺮﻴﻐﻴﺳ ﺍﺬﻫ :ﻞﻴﺴﻛﺇ ﻲﻓ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻥﺎﻘﺗﺇ ﻰﻠﻋ ﻙﺪﻋﺎﺴﺗ ﺔﻴﻧﺎﺠﻣ ﺐﺘﻛ 5
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺍﺮﻜﺘﻟﺍ ﺕﺍﻭﺩﺃ ﻲﻓ ﺔﻴﺋﺎﻬﻧﻼﻟﺍ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﻑﺎﺸﻜﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ﻦﻓ ﻥﺎﻘﺗﺇ
ﺎﻬﺘﻓﺮﻌﻣ ﺞﻣﺮﺒﻣ ﻞﻛ ﻰﻠﻋ ﺐﺠﻳ ﺔﺒﻌﻠﻟﺍ ﺪﻋﺍﻮﻗ ﺮﻴﻴﻐﺘﻟ ﻞﻴﺣ Python f-Strings: 5 ﺮﺤﺳ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻲﻓ ﺔﻤﻬﻣ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺍﺭﺎﻬﻣ ﺍﺫﺎﻤﻟ :ﺎﺠﻨﻴﻨﻠﻟ ﺉﺪﺘﺒﻣ
Python ﻲﻓ CuPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻣﻮﺳﺮﻟﺍ ﺔﺠﻟﺎﻌﻣ ﺕﺍﺪﺣﻭ ﺓﻮﻗ ﻦﻣ ﺓﺩﺎﻔﺘﺳﻻﺍ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋﻭ ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺑ ﺲﺳﺃ :1 ﺕﺎﻴﺳﺎﺳﻷﺍ ﻉﻮﺒﺳﺃ ﻰﻟﺇ ﺓﺩﻮﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻢﻬﻓ ﻡﺍﺪﺨﺘﺳﺍ ﻲﻓ ﻁﺍﺮﻓﻹﺍ ﻡﺪﻋ ﻚﻴﻠﻋ ﺐﺠﻳ ﺍﺫﺎﻤﻟ
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ :ﻝﺎﻌﻔﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﺔﺑﺎﺘﻛ ﺔﻴﻔﻴﻛ
ﺞﻣﺮﺒﻣ ﻞﻛ ﺎﻬﻓﺮﻌﻳ ﻥﺃ ﺐﺠﻳ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺮﺤﺳ ﺔﻘﻳﺮﻃ 11
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺪﻌﺘﻤﻟﺍ ﺔﺠﻟﺎﻌﻤﻟﺍﻭ ﺕﺎﻴﻠﻤﻌﻟﺍ ﺩﺪﻌﺗ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ Undersampling ﺕﺎﻴﻨﻘﺗ
ﻥﻮﺜﻳﺎﺑ ﻢﻠﻌﺘﻟ ﺔﻴﻧﺎﺠﻣ ﺔﻴﻌﻣﺎﺟ ﺕﺍﺭﻭﺩ 5
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ ﻰﻟﺇ ﺔﻣﺪﻘﻣ :ﺔﻴﻧﺎﺠﻤﻟﺍ ﺩﺭﺎﻓﺭﺎﻫ ﺓﺭﻭﺩ
ﺫﺎﻘﻧﻺﻟ ﻒﻨﻴﺑ ؟ﺎﻬﺗﺭﺍﺩﺇ ﺐﺠﻳ ﻲﺘﻟﺍ Python ﺕﺍﺭﺍﺪﺻﺇ ﻦﻣ ﺍﺪًﺟ ﺮﻴﺒﻛ ﺩﺪﻋ ﻙﺎﻨﻫ ﻞﻫ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Dataframe ﺕﺎﺒﺘﻜﻤﻟ ﻥﺭﺎﻘﻣ ﻞﻴﻠﺤﺗ :ﺔﻴﺒﻄﻘﻟﺍ ﻞﺑﺎﻘﻣ ﺍﺪﻧﺎﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻕﺎﻴﺴﻟﺍ ﻱﺮﻳﺪﻤﻟ ﻡﺎﻤﺘﻫﻼﻟ ﺓﺮﻴﺜﻣ ﺕﺎﻣﺍﺪﺨﺘﺳﺍ 3
OpenAI API ﺔﻌﺑﺎﺘﻤﻟﺍ ﻞﻬﺳ ءﺪﺒﻟﺍ ﻞﻴﻟﺩ :ﻦﻴﺋﺪﺘﺒﻤﻠﻟ
ﺕﺎﻤﻠﻜﻟﺍ ﺲﻴﻛ ﺯﻭﺎﺠﺗ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺗ
ﺕﺎﻧﺎﻴﺑ ﻢﻟﺎﻌﻛ ﻚﺑ ﺹﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﻰﻠﻋ ﻖﻴﻠﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
Jupyter Notebook ﻞﺧﺍﺩ ﻲﻘﻴﻘﺤﻟﺍ ﺖﻗﻮﻟﺍ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻖﻓﺪﺗ :ﻞﻳﻮﻤﺘﻟﺍ ﻲﻓ ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻴﻣﺍﻮﻘﻟﺍ ﻰﻟﺇ ﻝﻮﺻﻮﻠﻟ ﺔﺤﻴﺤﺼﻟﺍ ﺔﻘﻳﺮﻄﻟﺍ
ﺔﻘﻴﻧﺃ ﺔﻴﺠﻣﺮﺑ ﺕﺎﻤﻴﻠﻌﺗ ﺔﺑﺎﺘﻜﻟ ﺔﺠﻣﺪﻣ ﻥﻮﺜﻳﺎﺑ ﻦﻴﻳﺰﺗ ﺕﺍﻭﺩﺃ 8
ChatGPT ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﺳﺎﺳﺃ ﻢﻠﻌﺗ ﺔﻴﻔﻴﻛ
Python Enum: ﻲﻓ ﺕﺍﺩﺍﺪﻌﺘﻟﺍ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ Python
ﺔﻠﻬﺳ ﺕﺍﻮﻄﺧ 10 ﻲﻓ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻠﻟ ﺎﻘًﻴﺒﻄﺗ ﺊﺸﻧﺃ
ﺎﻄًﻴﺴﺑ ﺍﺮًﻣﺃ Python ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺤﺻ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺢﺒﺻﺃ :Pydantic ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
ﺕﺎﻴﺳﺎﺳﻷﺍ ءﺍﺭﻭ ﺎﻣ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻌﻟ ﻥﻮﺜﻳﺎﺑ ﻥﺎﻘﺗﺇ
(ﺎﻬﺒﻨﺠﺗ ﺔﻴﻔﻴﻛﻭ) ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻌﺋﺎﺷ ءﺎﻄﺧﺃ 5
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ :JSON ﻰﻟﺇ Python Dict ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻥﺎﻘﺗﻹ GitHub ﺕﺎﻋﺩﻮﺘﺴﻣ 10
ﺔﻠﻬﺳ ﺕﺍﻮﻄﺧ 7 ﻲﻓ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻣﺍﻭﺃ ﺮﻄﺳ ﻖﻴﺒﻄﺗ ﺊﺸﻧﺃ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﺔﺳﺭﺎﻤﻤﻟ ﺕﺎﺼﻨﻤﻟﺍ ﻞﻀﻓﺃ 7
ﺔﻣﺪﻘﺘﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺒﻟ ﺔﻴﻧﺎﺠﻣ ﺕﺍﺭﻭﺩ 5
ﺕﺎﻧﺎﻴﺑ ﺱﺪﻨﻬﻣ ﻞﻛ ﺎﻬﻓﺮﻌﻳ ﻥﺃ ﺐﺠﻳ ﻥﻮﺜﻳﺎﺑ ﺕﺎﺒﺘﻜﻣ 7
ﺎﻓًﺮﺘﺤﻣ ﺢﺒﺼﺗ ﻥﺃ ﻰﻠﻋ ﻙﺪﻋﺎﺴﺗ ﻥﺃ ﻦﻜﻤﻳ ﻲﺘﻟﺍ ﺔﻴﻧﺎﺠﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺩﺭﺍﻮﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻟﻮﻬﺴﺑ ﺎﻬﻠﻴﻐﺸﺗﻭ ﺕﺍﺭﺎﺒﺘﺧﻻﺍ ﺔﺑﺎﺘﻛ :PyTest ﻊﻣ ﻞﻤﻌﻟﺍ ﻲﻓ ﻉﻭﺮﺸﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ﺔﻴﻠﻤﻋ ﺔﺘﻤﺗﻷ ﺔﻄﻴﺴﺑ ﺕﺍﻮﻄﺧ 5
__iter__ﻭ __ﻰﻠﻋ ﻱﻮﺘﺤﻳ__ ﺔﻳﺮﺤﺴﻟﺍ ﻕﺮﻄﻠﻟ ﻞﻴﻟﺩ :ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻳﻮﻀﻌﻟﺍﻭ ﺭﺍﺮﻜﺘﻟﺍ ﻢﻬﻓ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻌﻴﺒﻄﻟﺍ ﺯﺮﻔﻟﺍ ﻑﺎﺸﻜﺘﺳﺍ
ﺔﻟﺎﻌﻓﻭ ﺔﻤﻈﻨﻣﻭ ﺔﺤﺿﺍﻭ ﺔﻴﺠﻣﺮﺑ ﺕﺎﻤﻴﻠﻌﺗ ﺔﺑﺎﺘﻜﻟ ﺕﺎﻴﺠﻴﺗﺍﺮﺘﺳﺍ 7 :ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻥﺎﻘﺗﺇ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺠﻟﺎﻌﻤﻟ ﺔﻴﺳﺎﺳﻷﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺎﺒﺘﻜﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ SQLite ﺕﺎﻧﺎﻴﺑ ﺪﻋﺍﻮﻗ ﻊﻣ ﻞﻤﻌﻠﻟ ﻞﻴﻟﺩ
Pandasﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ ﻥﺎﻘﺗﻹ ﺕﺍﻮﻄﺧ 7
ﻝﺎﻌﻔﻟﺍ ﺢﻴﺤﺼﺘﻠﻟ ﻞﻴﺠﺴﺘﻟﺍ ﺓﺪﺣﻭ ﻡﺪﺨﺘﺳﺍ :() ﺔﻋﺎﺒﻄﻠﻟ ﺎﻋًﺍﺩﻭ ﻞﻗ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻲﻓ ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻴﻧﺎﺠﻣ ﺕﺍﺭﻭﺩ 5
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺺﺼﺨﻤﻟﺍ ﻕﺎﻴﺴﻟﺍ ﻱﺮﻳﺪﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻞﻀﻓﺃ ﻥﻮﺜﻳﺎﺑ ﻒﺋﺎﻇﻭ ﺔﺑﺎﺘﻜﻟ ﺢﺋﺎﺼﻧ 5
Scikit-Learn ـﺑ ﺔﺻﺎﺨﻟﺍ Imputer ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﻮﻘﻔﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴ
Python Watchdog ﻊﻣ ﻚﺑ ﺹﺎﺨﻟﺍ ﺕﺎﻔﻠﻤﻟﺍ ﻡﺎﻈﻧ ﺔﺒﻗﺍﺮﻣ
Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ DataFrame ﻰﻟﺇ JSON ﺕﺎﻧﺎﻴﺑ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
Pandasﻭ Python: SQLAlchemy ﻊﻣ SQL ﻡﺍﺪﺨﺘﺳﺍ
ﻖﺋﺎﻗﺩ ﻲﻓ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ءﺎﺸﻧﺇ :FastAPI ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒ
ﻝﺎﻌﻔﻟﺍ ﻞﻴﻠﺤﺘﻠﻟ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺍﺪﻧﺎﺒﻟﺍ ﻒﺋﺎﻇﻭ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻯﺅﺮﻟ ﻥﺎﻨﻌﻟﺍ ﻕﻼﻃﺇ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺎﺒﺘﻜﻣ ﻲﻓ ﺔﻟﻮﺟ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﻴﺠﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﺬﻴﻔﻨﺗﻭ ﻢﻬﻓ
ﺖﻗﺆﻤﻟﺍ ﻦﻳﺰﺨﺘﻟﺍ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﻊﻳﺮﺴﺗ ﺔﻴﻔﻴﻛ
Pyjanitor ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺘﻟ ﻦﻴﺋﺪﺘﺒﻤﻟﺍ ﻞﻴﻟﺩ
ﻥﻮﺜﻳﺎﺑ ﺔﻄﺑ ﺔﺑﺎﺘﻜﻟ ﺔﻣﺪﻘﻣ :ﺩﻮﻛ ،ﺔﻄﺑ ،ﺔﻄﺑ
ﺓﺮﻣ 300 ﻦﻣ ﺮﺜﻛﺄﺑ Python Pandas ﻊﻳﺮﺴﺗ ﺔﻴﻔﻴﻛ
ﺍﺪﻧﺎﺒﻟﺍ ﻊﻣ ﺓءﺎﻔﻜﺑ ﺓﺮﻴﺒﻜﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺍﺭﺎﻃﺇ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
ﺐﻴﺑﻭ ﺍﺪﻧﻮﻛ ﻞﺑﺎﻘﻣ ﺮﻌﺸﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﻌﺒﺗ ﺓﺭﺍﺩﺇ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻕﺮﻓ ﺓﺭﺍﺩﻹ ﺢﺋﺎﺼﻧ 5
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺕﺎﺘﻳﺎﺒﻟﺍ ﻞﻳﻮﺤﺗ
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NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺍﻮﺸﻋ ﺕﺎﻧﺎﻴﺑ ﺪﻴﻟﻮﺗ
Pandas ﻲﻓ ﺔﻣﺪﻘﺘﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺺﻴﺨﻠﺘﻟ Pivot_table ﺔﻔﻴﻇﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ ﺰﻳﺰﻌﺘﻟ ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﻲﻃﺮﺸﻟﺍ ﻖﻴﺴﻨﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻗﺪﺑ ﺔﻴﻨﻣﺰﻟﺍ ﻊﺑﺍﻮﻄﻟﺍﻭ ﺔﻴﻨﻣﺰﻟﺍ ﻖﻃﺎﻨﻤﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Pathlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻔﻠﻤﻟﺍ ﻡﺎﻈﻧ ﻲﻓ ﻞﻘﻨﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻴﺒﻜﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﻰﻠﻋ ﺓﺮﻛﺍﺬﻟﺍ ﻲﻓ ﺓءﺎﻔﻛ ﺕﺍﺫ ﺕﺎﻴﻠﻤﻋ ءﺍﺮﺟ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺕﺎﻴﻠﻤﻋ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
MarshMallow: ﺎﻬﺘﺤﺻ ﻦﻣ ﻖﻘﺤﺘﻟﺍﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﺴﻠﺴﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻰﻠﺣﺃ
ﺔﻴﻧﻮﺜﻳﺎﺒﻟﺍ ﺔﻘﻳﺮﻄﻟﺍ !ﻢﻟﺎﻌﻟﺎﺑ ﺎﺒﺣﺮﻣ
Gitter: Python & Django ﺕﺍﻮﻨﻗ ﻞﻀﻓﺃ
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ﺢﺑﺮﻟﺍﻭ ﺔﻌﺘﻤﻠﻟ Apache Mesos HTTP API ﻡﺍﺪﺨﺘﺳﺍ ﺔﺑﺮﺠﺗ
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PyPi ﻰﻠﻋ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻣﺰﺣ ﺮﺸﻧ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻧﻭﺮﺘﻜﻟﻹﺍ ﺪﻳﺮﺒﻟﺍ ﻞﺋﺎﺳﺭ ﻝﺎﺳﺭﺇ
(ﺔﺋﺩﺎﺒﻟﺍ ﺓﺮﺠﺷ) Trie ﺕﺎﻧﺎﻴﺑ ﺔﻴﻨﺑ
ﻪﻧﺎﺟﻭ ﺎﺘﻧﺎﺳ ﻦﻣ Google Analytics ﻢﻠﻌﺗ :ﺩﻮﻜﻟﺍ ﺺﺨﻠﻣ
scikit-learn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺘﺑﺎﺜﻟﺍ ﺕﺍءﺎﻤﻳﻹﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍﻭ ﺓﺭﺎﺷﻹﺍ ﺔﻐﻟ :ﻉﻮﺒﺳﻷﺍ ﺔﻳﺎﻬﻧ ﺔﻠ
(ﻝﻭﻷﺍ ءﺰﺠﻟﺍ) TensorFlow ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﻂﻴﺴﺑ ﻡﺎﻈﻧ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
(ﻲﻧﺎﺜﻟﺍ ءﺰﺠﻟﺍ) TensorFlow ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﻂﻴﺴﺑ ﻡﺎﻈﻧ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
ElasticSearch ﻊﻣ Django ﺔﻠﻬﺴﻟﺍ ﺔﻘﻳﺮﻄﻟﺎﺑ
؟2016 ﻡﺎﻋ ﻲﻓ GitHub ﻡﻮﺠﻧ ﻦﻣ ﺩﺪﻋ ﺮﺒﻛﺃ ﻰﻠﻋ ﺖﻠﺼﺣ ﻲﺘﻟﺍ ﺕﺎﻐﻠﻟﺍ ﻲﻫ ﺎﻣ
ﻂﻘﻓ ﺔﻋﺎﺳ 48 ﻝﻼﺧ GitHub ﻰﻠﻋ ﺎﺠًﺋﺍﺭ ﻦﻴﻣﺎﻋ ﺮﻤﻌﻟﺍ ﻦﻣ ﻎﻠﺒﻳ ﻱﺬﻟﺍ ﻮﺒﻳﺮﻟﺍ ﺎﻨﻠﻌﺟ ﻒﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻴﻧﺎﺜﻟﺍ ﻲﻓ ﺐﻠﻃ ﻥﻮﻴﻠﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺘﻳﻮﺗ ﻰﻠﻋ ﺔﻴﺴﻧﺮﻔﻟﺍ ﺔﻴﺳﺎﺋﺮﻟﺍ ﺕﺎﺑﺎﺨﺘﻧﻻﺍ ﺔﺒﻗﺍﺮﻣ
ﻮﻐﻧﺎﺟ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻗﺩﺎﺼﻣ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
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ﻦﻴﻓﺮﺘﺤﻤﻟﺍ ﻞﺜﻣ ﻮﻐﻧﺎﺟ ﺕﺍﺭﺎﺷﺇ ﺭﺎﺒﺘﺧﺍ ﺔﻴﻔﻴﻛ
.ﺔﻴﺒﻌﺷ ﺮﺜﻛﻷﺍ ﺎﻨﻫﻭ .Stack Overflow ﻲﻓ ﻩﺮﻛﺫ ﻢﺗ ﺏﺎﺘﻛ ﻞﻛ ﻞﻴﻠﺤﺘﺑ ﺖﻤﻗ ﺪﻘﻟ
GitLab ﺓﺍﺩﺃ ﻞﺜﻣ ﺔﻴﺛﺭﺎﻜﻟﺍ ﻑﺬﺤﻟﺍ ﺕﺎﻴﻠﻤﻋ ﻊﻨﻤﻟ ﺓﺪﻳﺪﺟ ﺓﺍﺩﺃ
؟Fandango ﻭﺃ ،Metacritic ﻭﺃ ،Rotten Tomatoes ﻭﺃ ،IMDB ؟ﻪﺗﺎﻤﻴﻴﻘﺗ ﻲﻓ ﻖﺜﺗ ﻥﺃ ﺐﺠﻳ
Heroku ﻰﻠﻋ Python Flask ﻖﻴﺒﻄﺗ ﺮﺸﻨﻟ GitLab ﻰﻠﻋ CI/CD ﺩﺍﺪﻋﺇ
PyInstallerﻭ Chromium ﻡﺍﺪﺨﺘﺳﺎﺑ ،ﺐﺘﻜﻣ ﺢﻄﺳ ﻖﻴﺒﻄﺗ ﻰﻟﺇ ﺐﻳﻭ ﻖﻴﺒﻄﺗ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
BeautifulSoupﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻊﻗﺍﻮﻣ ﺹﻼﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻑﺎﻓﺰﻟﺍ ﻞﻔﺤﻟ ﺐﻳﻭ ﻊﻗﻮﻣ ءﺎﺸﻧﺇ CTO ﺭﺮﻘﻳ ﺎﻣﺪﻨﻋ
ﺔﻴﻜﻴﻣﺎﻨﻳﺪﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻦﻋ ﺽﻮﻤﻐﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺮﻓﺎﺴﻤﻟﺍ ﻞﻴﻟﺩ
ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ءﺎﻨﺒﻟ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﻚﻨﻜﻤﻳ ﻒﻴﻛﻭ ،ﻲﺴﻜﻌﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ ﻞﻤﻌﻳ ﻒﻴﻛ
Universﻭ OpenAI Gym ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺎﺑ ﻞﻤﻌﻳ ﺏﺎﻌﻟﺃ ﺕﻮﺑﻭﺭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ :22
ﻩﺬﻫ ﺕﺎﺳﺭﺎﻤﻤﻟﺍ ﻞﻀﻓﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺑ ﺹﺎﺨﻟﺍ Django ﻉﻭﺮﺸﻣ ﻦﻴﺴﺤﺘﺑ ﻢﻗ
؟ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻌﻟ ﺎﻬﻤﻠﻌﺘﺗ ﻥﺃ ﺐﺠﻳ ﻲﺘﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺎﻣ
.ﻪﺘﻤﻠﻌﺗ ﺎﻣ ﺍﺬﻫ .ﻉﻮﺒﺳﻷﺍ ﺔﻳﺎﻬﻧ ﺔﻠﻄﻋ ﻝﻼﺧ ﻡﺩﺎﺧ ﻥﻭﺪﺑ Telegram ﺕﻮﺑﻭﺭ ءﺎﻨﺒﺑ ﺖﻤﻗ ﺪﻘﻟ
ﻞﻄﺒﻟﺍ ﻰﻟﺇ ﺮﻔﺼﻟﺍ ﻦﻣ :ﻥﻮﺜﻳﺎﺑ ﻢﻠﻌﺗ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺛﻼﺛ ﺔﻌﺑﺎﻄﻟﺍﻭ CNC ﻢﻜﺤﺘﻟﺍ ﺓﺪﺣﻭ ءﺎﺸﻧﻹ Python ﻡﺍﺪﺨﺘﺳﺍ ﻚﻨﻜﻤﻳ ﻒﻴﻛ
Django Rest Framework ﻲﻓ OneToOne ﻝﻮﻘﺤﻟ ﺕﻼﺴﻠﺴﺘﻤﻟﺍ ﻲﻓ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺕﺎﻗﻼﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺟﺮﺤﻣﻭ ﺔﻌﻳﺮﺳ ﺔﻴﺋﺍﻮﺸﻋ ﺔﻴﻋﺮﻓ ﺕﺎﻨﻴﻋ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
Medium ﻰﻠﻋ ﻢﻬﺘﻌﺑﺎﺘﻤﻟ ﻡﺎﻤﺘﻫﻼﻟ ﻦﻳﺮﻴﺜﻣ ﺹﺎﺨﺷﺃ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ Python ﺖﻣﺪﺨﺘﺳﺍ ﻒﻴﻛ
ﺎﻴًﺗﺍﺫ ﻦﻴﻴﻠﺒﻘﺘﺴﻣ ﻦﻴﻤﻠﻌﻣ ﺍﻮﺤﺒﺼﻴﻟ ﻲﺟﻮﻟﻮﻨﻜﺘﻟﺍ ﺮﻴﻜﻔﺘﻟﺍ ﻱﻭﺫ ﺎﻨﻟﺎﻔﻃﺃ ﺔﺠﻣﺮﺑ
TensorFlow ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﻜﻟﺎﻓ ﻡﻮﻴﻨﻴﻠﻴﻣ ﻊﺒﺘﺗ
.ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﻦﻣ ﻂﻘﻓ ﺪﺣﺍﻭ ﺮﻄﺳ ﺔﻓﺎﺿﺇ ﻖﻳﺮﻃ ﻦﻋ MongoDB ﻊﻣ Django ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴ
ﺔﻳﺮﺠﺸﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻛﺎﻴﻫ ﻝﻮﺣ ﻪﺘﻓﺮﻌﻤﻟ ﺝﺎﺘﺤﺗ ﺎﻣ ﻞﻛ
.ﺔﻘﻴﻗﺩ 15 ﻲﻓ ﻚﻟﺫ ﻞﻌﻓ ﺎﻬﻨﻜﻤﻳ ﺓﺍﺩﺃ ءﺎﻨﺒﺑ ﺖﻤﻗ ﻚﻟﺬﻟ .ﻞﻴﻐﺸﺘﻠﻟ ﻡﺎﻳﺃ 5 ﻕﺮﻐﺘﺴﻳ Regex ﻥ
Jet.com ﻲﻓ ﺔﻴﻠﻴﻠﺤﺗ ﺔﻔﻴﻇﻭ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻪﺘﻣﺪﺨﺘﺳﺍ ﻱﺬﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺭﺎﺴﻣ :ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻚ
.ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻊﻣ ﻞﻣﺎﻌﺘﺗ ﺖﻨﻛ ﺍﺫﺇ ﻩﺬﻫ ﺶﻐﻟﺍ ﻕﺍﺭﻭﺃ ﻰﻟﺇ ﺔﺟﺎﺤﺑ ﺖﻧﺃ
ﻥﻮﺜﻳﺎﺑ ﺕﺍﺪﻟﻮﻣ ﻡﺍﺪﺨﺘﺳﺍ ﻚﻴﻠﻋ ﺐﺠﻳ ﺍﺫﺎﻤﻟﻭ ﻒﻴﻛ
...StackStormﻭ StepFunctionsﻭ Serverless ﻡﺍﺪﺨﺘﺳﺎﺑ ﺞﻣﺪﻣ ﻲﻌﻤﺘﺠﻣ ﻖﻴﺒﻄﺗ ءﺎﺸﻧﺇ :ﻲﻤﻴ
N-Queens ﺔﻠﻜﺸﻣ ﻲﻓ ﻊﺘﻤﻣ ﺭﻮﻄﺗ - ﺓﺮﻴﻐﺼﻟﺍ ﻲﻟﺎﺤﺴﻟﺍ ﺔﻠﻜﺸﻣ ﻞﺣ ﺔﻴﻔﻴﻛ
ﻖﻤﻌﺘﻣ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ - ﺐﻳﻭ ﻖﻴﺒﻄﺗ ءﺎﺸﻧﻹ Flaskﻭ Python ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
2 ﺔﻘﻠﺤﻟﺍ — StackStorm Exchangeﻭ StepFunctionsﻭ Serverless ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻌﻤﺘﺠﻣ ﻞﻴﺠﺴ
ﺎﻬﺘﻋﺮﺳ ﺱﺎﻴﻗﻭ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺎﺑ ﻡﺎﻴﻘﻠﻟ ﻕﺮﻃ 8 :ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻋ
Apache Kafka ﻊﻣ blockchain ﺔﺑﺮﺠﺗ
SQLAlchemy ﻞﻌﺠﻳ ETL ﺔﻳﺮﺤﺳ ﺔﻘﻳﺮﻄﺑ ﻼًﻬﺳ
ﺔﺠﻣﺮﺒﻟﺍ ﺔﻐﻟ ﺮﻴﺛﺄﺘﻟ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺭﻮﺼﺗ
Postgresﻭ Flask ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﻟﺩ — Docker ﺮﻳﻮﻄﺗ ﻞﻤﻋ ﺮﻴﺳ
ﻖﺋﺎﻗﺩ 5 ﻲﻓ FreeCodeCampers ـﺑ ﺔﺻﺎﺨﻟﺍ Twitter ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺈﺑ ﺎﻴًﺋﺎﻘﻠﺗ ﺖﻤﻗ ﻒﻴﻛ
ﺓﺮﻔﺸﻤﻟﺍ ﺕﻼﻤﻌﻟﺍ ﻆﻓﺎﺤﻣ ﻚﻟ ﻞﻠﺤﻴﺳ ﻱﺬﻟﺍ Jupyter ﺕﺎﻈﺣﻼﻣ ﺮﺘﻓﺩ ﺖﻤﻤﺻ ﺪﻘﻟ
ﺔﻴﻄﺨﻟﺍ ﺮﻴﻏ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻲﻓ ﺕﺎﻃﺎﺒﺗﺭﻻﺍ ﺩﺎﺠﻳﺇ
Seabornﻭ Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺑ ﺹﺎﺨﻟﺍ ﺢﻔﺼﺘﻟﺍ ﻂﻤﻧ ﻢﻬﻓ
ﻢﻬﻧﺎﺤﺘﻣﺍ ﻲﻓ ﺶﻐﻟﺍ ﻥﻮﻟﻭﺎﺤﻳ ﻦﻳﺬﻟﺍ ﻰﻟﺎﺴﻜﻟﺍ ﺏﻼﻄﻟﺍ ﻦﻣ ﻒﺻ ﻞﺜﻣ ﻢﻬﻧﺇ :Tree Traversals ﺢ
ﺔﻴﻨﻣﻷﺍ ﺍﺮﻴﻣﺎﻜﻟﺍ ﺕﺎﻄﻘﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺋﺎﻨﺜﻟﺍ ﺚﺤﺒﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﺡﺮﺷ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺎﺒﺘﺧﻻﺍ ﻰﻠﻋ ﻢﺋﺎﻘﻟﺍ ﺮﻳﻮﻄﺘﻠﻟ ﺔﻄﻴﺴﺑ ﺔﻣﺪﻘﻣ
Conda ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻬﺗﺭﺍﺩﺇ ﺔﻴﻔﻴﻛﻭ ﻥﻮﺜﻳﺎﺑ ﺕﺎﺌﻴﺑ ﻰﻟﺇ ﺝﺎﺘﺤﺗ ﺍﺫﺎﻤﻟ
TensorFlow Object Detection ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺔﻬﺟﺍﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ Quidditch ﺐﻌﻟ ﺔﻴﻔﻴﻛ
(ﺔﻤﻠﻛ 1000 ﻱﻭﺎﺴﺗ ﺓﺭﻮﺼﻟﺍ ﻥﻷ) ﺭﺍﺮﻜﺘﻠﻟ ﻲﺋﺮﻤﻟﺍ ﻲﻠﻴﻟﺩ ﻦﻣ ﻖﻘﺤﺗ
ﻝﻮﺒﺴﻴﺒﻟﺍ ﺔﺒﻌﻟ ﺭﺍﺮﺳﺃ ﻑﺎﺸﺘﻛﻻ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﻚﻨﻜﻤﻳ ﻒﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻲﻫﻭ ،ﺖﻗﻮﻟﺍ ﺔﺣﻮﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻄًﻴﺴﺑ ﺪﻘﻌﻤﻟﺍ ﻚﻟﻭﺪﺟ ﻞﻌﺟﺍ
ﺎﻬﺘﻴﺒﺜﺗ ﺔﻴﻔﻴﻛﻭ ﻲﻫ ﺎﻣ :ﺍﺪﻧﻮﻛﺎﻧﺍ ﻦﻋ ﺔﻣﺪﻘﻣ
Docker ﻲﻓ Headless Chromeﻭ Python Selenium ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻊﻗﻮﻤﻟ ﺔﻴﻟﻵﺍ ﺕﺍﺭﺎﺒﺘﺧﻼ
ﺔﻳﺍﺪﺒﻟﺍ ﻦﻣ Messenger ﺕﻮﺑﻭﺭ ءﺎﻨﺒﺑ ﻢﻘﻨﻠﻓ – ﺔﺷﺩﺭﺪﻟﺍ ﺕﻮﺑﻭﺭ ءﺎﺸﻧﺇ ﺕﺍﻭﺩﺃ ﻰﻟﺇ ﺝﺎﺘﺤﺗ ﻻ
ﺖﺒﻳﺮﻜﺳ ﺎﻓﺎﺟ ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﻪﺒﺸﻳ ﺭﻮﻜﻳﺩ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
GPIOﻭ Raspberry Pi ﺲﻴﺑﺎﺑﺩ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺟﺭﺎﺧ LED ﺮﺷﺆﻣ ﻲﻓ ﻢﻜﺤﺘﻟﺍ
Tweepy ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻲﻓ Twitter Bot ءﺎﺸﻧﺈﺑ ﻢﻗ
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ﺔﻴﺌﻴﺸﻟﺍ ﺕﺎﻴﺠﻣﺮﺒﻟﺍ ﻢﻴﻤﺼﺗ ﻰﻠﻋ ﺓﺮﻴﺼﻗ ﺔﻣﺎﻋ ﺓﺮﻈﻧ
ﺝﺎﺘﻧﻹﺍ ﺕﺎﻴﻨﺒﻟ Flask-RESTPlus ﺐﻳﻮﻟﺍ ﺔﻣﺪﺧ ﺔﻠﻜﻴﻫ ﺔﻴﻔﻴﻛ
Google App Engine ﻰﻠﻋ ﻚﺑ ﺹﺎﺨﻟﺍ Python ﺐﻳﻮﻟﺍ ﻖﻴﺒﻄﺗ ﺮﺸﻨﻟ ﻊﻳﺮﺳ ﻞﻴﻟﺩ
ﺍﺪﻧﺎﺒﻟﺍﻭ ﻞﻴﻤﺠﻟﺍ ءﺎﺴﺤﻟﺍﻭ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺐﻳﻮﻠﻟ ﻞﻀﻓﺃ ﻒﻳﺮﺠﺗ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺮﺘﻳﻮﺗ ﻰﻠﻋ ﺔﻴﺳﺎﺳﻷﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺗ
ﺔﻄﺒﺗﺮﻣ ﺔﻤﺋﺎﻗ ﺰﻴﻣﺮﺗ ﺔﻴﻔﻴﻛ :ﻥﻮﺜﻳﺎﺑ ﺔﻠﺑﺎﻘﻣ ﺔﻠﺌﺳﺃ ﻞﻴﻟﺩ
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ﻚﺑ ﺹﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﺢﻴﺤﺼﺘﻟ PyCharm ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
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ﺔﻟﻭﺪﺟ Heroku ﻡﺍﺪﺨﺘﺳﺎﺑ Django ﻖﻴﺒﻄﺗ ﻲﻓ ﻡﺎﻬﻤﻟﺍ ﺔﻟﻭﺪﺟ ﺔﻴﻔﻴﻛ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ TF-IDF ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺼﻨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺠﻟﺎﻌﻣ ﺔﻴﻔﻴﻛ
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.ﺔﻴﺴﻴﺋﺮﻟﺍ ﺔﺛﻼﺜﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻘﻴﺒﻄﺗ ﻲﻠﻳ ﺎﻤﻴﻓ ؟ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻂﺒﻀﻟﺎﺑ ﻪﻠﻌﻓ ﻚﻨﻜﻤﻳ ﻱﺬﻟﺍ ﺎﻣ
Pythonﻭ lxml ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻒﻳﺮﺠﺗ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
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ﺔﻠﺴﻠﺳ ﻝﺎﺜﻣ ﻞﻳﻮﺤﺗ – Int ﻰﻟﺇ ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ
ﺔﻠﺴﻠﺴﻟﺍ ﺓﺍﻭﺎﺴﻣ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻞﺳﻼﺳ ﺔﻧﺭﺎﻘﻣ
[ﻝﻮﻠﺤﻣ] Python ﺄﻄﺧ ﻞﻴﻠﺤﺗ ءﺎﻨﺛﺃ ﻊﻗﻮﺘﻣ ﺮﻴﻏ SyntaxError EOF ﺄﻄﺧ
Datetime ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﺎﺤﻟﺍ ﺖﻗﻮﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻘﻄﻨﻤﻟﺍ ﻞﻣﺍﻮﻌﻟﺍ – ﻥﻮﺜﻳﺎﺑ ﻞﻐﺸﻣ
ﻝﺎﺜﻤﻟﺍ ﺔﻠﻤﺟ ءﺎﻨﺑ ﺍﺫﺇ ﻥﻮﺜﻴﺑ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺍﺫﺇ-ﺮﺧﺁ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ kwargs** ﻭ args* ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﻠﻤﺟ ءﺎﻨﺑ ﻲﻓ ﻢﺋﺍﻮﻗ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ
[ﻝﻮﻠﺤﻣ] Python ﻲﻓ ﺄﻄﺧ - ﺭﺍﺮﻜﺘﻠﻟ ﻞﺑﺎﻗ ﺮﻴﻏ Int ﻦﺋﺎﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ GIF ﺓﺭﻮﺻ ﻰﻟﺇ ﻮﻳﺪﻴﻔﻟﺍ ﺕﺎﻔﻠﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﺶﺘﻳﺭﻭ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ Wordle ﺔﺨﺴﻧ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻉﻭﺮﺸﻣ
()join ﺔﻠﻤﺠﻟﺍ ءﺎﻨﺑ ﻰﻠﻋ ﻝﺎﺜﻣ - Python ﺔﻠﺴﻠﺴﺑ ﺔﻤﺋﺎﻗ
PyPI ﻰﻟﺇ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﻰﻟﻭﻷﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻣﺰﺣ ﻞﻴﻤﺤﺗﻭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﺓﺪﻴﻔﻣ ﻲﻫ ﺍﺫﺎﻤﻟﻭ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺿﺍﺮﺘﻓﺍ ﺔﺌﻴﺑ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
ﻞﻴﺜﻤﻟﺍﻭ ﺔﺌﻔﻟﺍ ﺕﺎﻤﺳ ﻰﻠﻋ ﺔﻠﺜﻣﺃ - ﻥﻮﺜﻳﺎﺑ ﺕﺎﻤﺳ
Python IDE – ﻥﻮﺜﻴﺒﻟ ﺕﺍﺭﺮﺤﻣﻭ ﺔﻠﻣﺎﻜﺘﻣ ﺮﻳﻮﻄﺗ ﺕﺎﺌﻴﺑ ﻞﻀﻓﺃ
Python .zip() – ﺔﻔﻴﻇﻭ Zip ﻲﻓ Python
Python List .append() – ﻲﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺮﺼﻨﻋ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ Python
ﻡﺎﻐﻟﺃ ﺔﺤﺳﺎﻛ ﺔﺒﻌﻟ ﺔﺠﻣﺮﺑ – ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺌﻴﺸﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ
ﺔﻨﻣﺁ ﻚﺘﻜﺒﺷ ﻞﻌﺠﻟ Pythonﻭ RaspberryPI4ﻭ Suricata ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ - ﺔﻴﻟﺰﻨﻤﻟﺍ ﺔﻜﺒﺸﻟﺍ
strftime - ـﻟ ﻲﻨﻣﺰﻟﺍ ﻊﺑﺎﻄﻟﺍ ﺔﻠﺴﻠﺳ Python DateTime
Google Collaboratory – ﺩﻮﻛ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ Python ﻲﻓ Google Drive ﻚﺑ ﺹﺎﺨﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺎﺒﻌﺜﻟﺍ ﺔﺒﻌﻟ ﺐﻌﻟ ﻰﻠﻋ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ ﺐﻳﺭﺪﺗ
Wiresharkﻭ Pythonﻭ Strace ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ءﺎﻄﺧﺃ ﺢﻴﺤﺼﺗ ﺔﻴﻔﻴﻛ
Python ﻲﻓ ﺕﺎﻘﻠﺤﻟﺍ ﺔﺑﺎﺘﻛ ﺔﻴﻔﻴﻛ - Python For Loop ﻝﺎﺜﻣ
ﻲﺸﺗﺎﻧﻮﺒﻴﻓ ﻞﺴﻠﺴﺗ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻋ ﺱﺮﻬﻓ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺮﺷﺆﻣ
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺒﻟ ﺔﻄﻴﺴﺑ ﺔﻠﺜﻣﺃ – ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﻝﺎﺜﻣ ﻞﻴﻟﺩ
()String Lower ﺔﻔﻴﻇﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ - ﺓﺮﻴﻐﺼﻟﺍ Python ﺔﻐﻟ
ﺔﻠﺜﻣﻷﺍ ﻊﻣ Pathlib ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺭﺎﺴﻣ
[ﻞﺤﻟﺍ ﻢﺗ] ﺪﻳﺪﺠﻟﺍ ﺮﻄﺴﻟﺍ ﻥﻭﺪﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻓﺎﺿﻹﺍ ﺔﻴﻔﻴﻛ –() ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﺝﺍﺭﺩﺇ
ﺔﻠﺴﻠﺴﻟﺍ ﻢﻴﺴﻘﺗ ﻰﻠﻋ ﻝﺎﺜﻣ –() ﻥﻮﺜﻳﺎﺑ ﻢﻴﺴﻘﺗ
ﻲﻤﻟﺎﻋ ﺮﻴﻐﺘﻣ ﻝﺎﺜﻣ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ – ﺔﻴﻤﻟﺎﻌﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺍﺮﻴﻐﺘﻣ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ Wordle ﺔﺨﺴﻧ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
ﻞﻤﻌﻟﺍ ﺮﻴﺳ ﺓﺭﺍﺩﺇﻭ ﺔﻟﻭﺪﺠﻟ Apache Airflow ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻁﺮﺸﻟﺍ ءﺎﻔﻴﺘﺳﺍ ﺔﻟﺎﺣ ﻲﻓ ﺔﻘﻠﺤﻠﻟ ﻞﺧﺍﺪﺘﻣ ﻝﺎﺜﻣ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﺴﻛ
Pygameﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﻮﺒﻃ ﺔﻟﺁ ءﺎﺸﻧﺇ
Python Round to Int - ﺢﻴﺤﺻ ﻢﻗﺭ ﺏﺮﻗﺃ ﻰﻟﺇ ﻞﻔﺳﻸﻟ ﻭﺃ ﻰﻠﻋﻷ ﺐﻳﺮﻘﺘﻟﺍ ﺔﻴﻔﻴﻛ
TypeError: ﺮﻴﻐﺑ ﻞﺴﻠﺴﺘﻟﺍ ﺏﺮﺿ ﻦﻜﻤﻳ ﻻ int ﻉﻮﻨﻟﺍ ﻦﻣ "float" [ﻪﻠﺣ ﻢﺗ]
Python Frontend ﻞﻤﻋ ﺭﺎﻃﺇ – PyScript ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Python .split() – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻢﻴﺴﻘﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﻬﻴﻟﺇ ﺔﺑﺎﺘﻜﻟﺍﻭ ﺎﻬﺗءﺍﺮﻗﻭ ﺕﺎﻔﻠﻤﻟﺍ ﺢﺘﻓ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﺓءﺍﺮﻗ ﻒﻠﻣ
ﻊﻴﺑﺮﺘﻟﺍ ﺔﻔﻴﻇﻭ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﻗﺭ ﻊﻴﺑﺮﺗ ﺔﻴﻔﻴﻛ
ﺡﻮﺘﻔﻤﻟﺍ ﻲﺒﻳﺮﺠﺘﻟﺍ ﺭﺍﺪﺻﻹﺍ ﺕﺍﺫ ﺔﻴﻠﻋﺎﻔﺘﻟﺍ ﺕﺎﻴﺿﺎﻳﺮﻟﺍ ﺕﺍﺭﻭﺩ – freeCodeCamp ﻰﻠﻋ ﺔﻴﺴﻴﺳ
ﻲﻠﻤﻋ ﻞﻴﻟﺩ – FastAPI ﻲﻓ JWT ﺔﻗﺩﺎﺼﻣ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
Python enumerate() - ﻲﻓ ﺩﺍﺪﻌﺘﻟﺍ ﺔﻔﻴﻇﻭ ﻲﻫ ﺎﻣ Python؟
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻋﻮﻤﺠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺔﻋﻮﻤﺠﻣ
ﺔﻴﻠﺤﻤﻟﺍ ﺮﻴﻏ ﻥﻮﺜﻳﺎﺑ ﺕﺍﺮﻴﻐﺘﻣ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻤﻟﺎﻌﻟﺍ ﺮﻴﻐﺘﻤﻟﺍ
abs ﻥﻮﺜﻳﺎﺑ ﺱﻭﺭﺩ – ﺔﻘﻠﻄﻤﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻥﻮﺜﻳﺎﺑ
ﺍﺬﻫ ﻥﻮﺜﻳﺎﺑ ﺄﻄﺧ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ - ﺔﻄﻴﺴﺑ_ﺕﻻﺎﺣ_ﺓﺮﻣﺍﺆﻣ ﻢﺳﻻﺍ ﻒﻳﺮﻌﺗ ﻢﺘﻳ ﻢﻟ :ﻢﺳﻻﺍ ﻲﻓ ﺄﻄﺧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻋﻮﻤﺠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺔﻋﻮﻤﺠﻣ
ﻥﻮﺜﻳﺎﺑ ﻝﺎﺜﻣ ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍ ﻦﻋ ﻥﻼﻋﻹﺍ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﻪﻴﻠﻋ ﺭﺍﺮﻜﺘﻟﺍ ءﺎﻨﺛﺃ ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﺡﺎﺘﻔﻣ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
KeyError ﺱﻮﻣﺎﻘﻟﺍ ﺄﻄﺧ ﺡﻼﺻﺇ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ
ﺔﻠﻤﺠﻟﺍ ءﺎﻨﺑ ﻝﺎﺜﻣ ﻊﻣ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﺘﻓ ﻊﻣ
()index. ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻗ ﻲﻓ ﺮﺼﻨﻋ ﺱﺮﻬﻓ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ ؟ﻥﻮﺜﻴﺒﻟ ﺱﺮﻬﻓ ﺔﻤﺋﺎﻗ
Snscrapeﻭ Tweepy ﻡﺍﺪﺨﺘﺳﺎﺑ Twitter ﻦﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – Python ﻡﺍﺪﺨﺘﺳﺎﺑ
Python List.append() – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻕﺎﺤﻟﺇ ﺔﻴﻔﻴﻛ
؟ﺪﻴﻔﻣ ﻮﻫ ﺍﺫﺎﻤﻟﻭ – ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ ﺪﻳﺮﺠﺘﻟﺍ ﻮﻫ ﺎﻣ
ﺔﻴﻓﺮﻄﻟﺍ ﺓﺪﺣﻮﻟﺍ ﻲﻓ Python Shell ﺮﻣﺍﻭﺃ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ – Python Script ﻞﻴﻐﺸﺗ
strftime() ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻖﻴﺴﻨﺘﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ - ﻥﻮﺜﻳﺎﺑ
Python ﻲﻓ ﺡﻼﺻﻹﺍ ﺔﻴﻔﻴﻛ - ءﺎﻋﺪﺘﺳﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ int ﻦﺋﺎﻛ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ
ﺔﻠﺜﻣﻷﺍ ﻊﻣ ﺔﻴﻣﺯﺭﺍﻮﺨﻟﺍ ﺰﻴﻣﺮﺗ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﺋﺎﻨﺜﻟﺍ ﺚﺤﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺡﻼﺻﻹﺍ ﺔﻴﻔﻴﻛ - ﺭﺍﺮﻜﺘﻠﻟ ﻞﺑﺎﻗ ﺮﻴﻏ ﻦﺋﺎﻛ ﻂﻐﺿ ﻚﻓ ﻦﻜﻤﻳ ﻻ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ
while ﺔﻴﻘﻴﻘﺤﻟﺍ ﺔﻘﻠﺤﻟﺍ ﻥﺎﻴﺑ ﻰﻠﻋ ﻝﺎﺜﻣ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻘﻠﺤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ DateTime ﻦﺋﺎﻛ ﻰﻟﺇ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﺔﻠﻤﺠﻟﺍ ءﺎﻨﺑ ﻰﻠﻋ ﻝﺎﺜﻣ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻟﺍﺩ ءﺎﻋﺪﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺡﻼﺻﻹﺍ ﺔﻴﻔﻴﻛ - ﺔﺤﻴﺤﺻ ﺍﺩًﺍﺪﻋﺃ ﺔﻠﺴﻠﺴﻟﺍ ﺕﺍﺮﺷﺆﻣ ﻥﻮﻜﺗ ﻥﺃ ﺐﺠﻳ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻦﻴﻠﻐﺸﻤﻟﺍ ؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ/ﻲﻨﻌﻳ ﺍﺫﺎﻣ
Python find() – ﺔﻠﺴﻠﺳ ﻲﻓ ﺔﻴﻋﺮﻓ ﺔﻠﺴﻠﺳ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
JSON ﻞﻴﻠﺤﺗﻭ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ JSON ﻒﻠﻣ ﻞﻴﻤﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍ ﺐﻴﺗﺮﺗ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﺯﺮﻓ
GPTﻭ Pythonﻭ Redis ﻡﺍﺪﺨﺘﺳﺎﺑ Chatbot AI ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ – AI Chatbot ﻞﻴﻟﺩ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻴﻣﺍﻮﻗ – ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﻕﺮﻃ
[ﻝﻮﻠﺤﻣ] ﻥﻮﺜﻳﺎﺑ ﺄﻄﺧ - ﻕﺎﻄﻨﻟﺍ ﺝﺭﺎﺧ ﺱﺮﻬﻔﻟﺍ ﺔﻤﺋﺎﻗ
ﻞﻳﺪﺒﺘﻟﺍ ﺔﻟﺎﺣ ﻝﺎﺜﻣ – ﻥﻮﺜﻳﺎﺑ ﻞﻳﺪﺒﺗ ﻥﺎﻴﺑ
Python ﻲﻓ ﺡﻼﺻﻹﺍ ﺔﻴﻔﻴﻛ - ءﺎﻋﺪﺘﺳﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ str ﻦﺋﺎﻛ :ﺔﺑﺎﺘﻜﻟﺍ ﻲﻓ ﺄﻄﺧ
IMDB ﻊﻗﻮﻣ ﻦﻣ ﻲﻤﻠﻌﻟﺍ ﻝﺎﻴﺨﻟﺍ ﻡﻼﻓﺃ ﺝﺍﺮﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺐﻳﻮﻟﺍ ﻒﻳﺮﺠﺗ
ﻥﻮﺜﻳﺎﺑ ﺔﻠﺜﻣﺃ ﻊﻣ – ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﺔﻠﻜﻴﻫ ﺓﺩﺎﻋﺇ ﺕﺎﺳﺭﺎﻤﻣ ﻞﻀﻓﺃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺘﻳﺮﺸﻋ ﻦﻴﺘﻟﺰﻨﻣ ﻰﻟﺇ ﺐﻳﺮﻘﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻴًﺋﺎﻘﻠﺗ ﺲﻳﺮﺑﺩﺭﻭﻭ ﺕﺍﺭﻮﺸﻨﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
Power BI ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻡﻮﻠﻋ ﻢﻠﻌﺗ ﻞﺒﻗ ﺎﻬﺘﻓﺮﻌﻣ ﺐﺠﻳ ﻲﺘﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻢﻴﻫﺎﻔﻣ ﻢﻫﺃ
ﻪﻴﻓ ﺔﺑﺎﺘﻜﻟﺍﻭ ﻪﺗءﺍﺮﻗﻭ ﻒﻠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻔﻠﻤﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ
()str.lower ﻝﺎﺜﻣ - ﺓﺮﻴﻐﺻ ﺔﻠﺴﻠﺳ ﺔﺑﺎﺘﻜﻟ ﻥﻮﺜﻳﺎﺑ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ Flask ﺕﺎﻘﻴﺒﻄﺗ ﻢﻴﻈﻨﺘﻟ ﺕﺎﻄﻄﺨﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Python string.replace() – ﺔﻠﺴﻠﺳ ﻲﻓ ﻑﺮﺣ ﻝﺍﺪﺒﺘﺳﺍ ﺔﻴﻔﻴﻛ
SpringBootAdminﻭ Pyctuator ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ﺔﺒﻗﺍﺮﻣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻣ ﺲﻜﻋ – ﺔﻴﺴﻜﻌﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ
ColumnTransformerﻭ Scikit-Learn Pipeline ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺩﻮﻛ ﺓﺩﻮﺟ ﻦﻴﺴﺤﺗ ﺔ
Python .split() – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻢﻴﺴﻘﺗ
ModuleNotFoundError: ﻢﺳﺎﺑ ﺓﺪﺣﻭ ﺪﺟﻮﺗ ﻻ Python Error [ﺡﻼﺻﻹﺍ ﻢﺗ]
ءﻼﻣﻹﺍ ﺯﺮﻓ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﻴﻘﻟﺍ ﺐﺴﺣ ﺱﻮﻣﺎﻘﻟﺍ ﺯﺮﻓ
TensorFlow ﻊﻣ TensorBoard ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ﻢﻴﻴﻘﺗ ﺔﻴﻔﻴﻛ
ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺮﺠﺘﻣ ﺕﺎﻌﺟﺍﺮﻣ ﺐﻳﺮﺨﺘﻟ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ءﻼﻣﻹﺍ ﻢﻬﻓ ﺡﺮﺷ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻬﻓ
Python Datetime.now() – ﻡﻮﻴﻟﺍ ﺖﻗﻭﻭ ﺦﻳﺭﺎﺗ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻠﺜﻣﻷﺎﺑ ﺔﺤﺿﻮﻣ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻄﺒﺗﺮﻤﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺮﻜﺘﻣ ﻞﻜﺸﺑ ﺔﻤﺋﺎﻗ ﺯﺮﻓ ﺔﻴﻔﻴﻛ
Python Debugger (pdb) ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺑ ﺹﺎﺨﻟﺍ Python ﺩﻮﻛ ءﺎﻄﺧﺃ ﺢﻴﺤﺼﺗ ﺔﻴﻔﻴﻛ
ﻝﺎﺜﻤﻟﺍ ﺰﻣﺭ ﻊﻣ Pythonﻭ ++Cﻭ Java ﻲﻓ ﺔﻴﻣﺯﺭﺍﻮﺧ – ﺔﻋﺎﻘﻔﻟﺍ ﺯﺮﻓ
TypeError: ﻲﻓ ﺔﻴﺳﺎﻴﻗ ﺕﺎﻴﻤﻛ ﻰﻟﺇ ﻂﻘﻓ 1 ﻢﺠﺤﻟﺍ ﻒﺋﺎﻔﺻ ﻞﻳﻮﺤﺗ ﻦﻜﻤﻳ Python
ﻡﺍﺪﺨﺘﺳﻻﺍ ﻞﻬﺳ ﺐﻳﻭ ﻖﻴﺒﻄﺗ ﻰﻟﺇ ﻚﺑ ﺹﺎﺨﻟﺍ Jupyter ﺮﺘﻓﺩ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻉﺍﻮﻧﻷﺍ ﻲﻓ ﺮﻴﻜﻔﺘﻟﺍ ﻝﻼﺧ ﻦﻣ ﻥﻮﺜﻳﺎﺑ ﻢﻠﻌﺗ
freeCodeCamp ﺭﺍﺪﺻﺇ - ﺃﻮﺳﻷﺍ ﻰﻟﺇ ﻞﻀﻓﻷﺍ ﻦﻣ ﺔﻔﻨﺼﻣُ ﻦﻴﺋﺪﺘﺒﻤﻠﻟ Python ﺕﺍﺭﻭﺩ
ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﻯﻮﺘﺴﻣ ﻊﻓﺭ ﻰﻠﻋ ﻚﺗﺪﻋﺎﺴﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺑ ﺢﺋﺎﺼﻧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ "Hello World" ﺔﺑﺎﺘﻛ ﺔﻴﻔﻴﻛﻭ ﻢﺟﺮﺘﻤﻟﺍ ﻞﻤﻌﻳ ﻒﻴﻛ ؟ﻥﻮﺜﻳﺎﺑ ﻲﻫ ﺎﻣ
STR ﻕﺎﺤﻟﺇ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻕﺎﺤﻟﺇ
ﺔﻠﻣﺎﻛ ﺔﻔﺜﻜﻣ ﺓﺭﻭﺩ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺌﻴﺸﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ
ﺔﻠﺜﻣﻷﺎﺑ ﺔﺤﺿﻮﻣ - Python Lambda ﺔﻔﻴﻇﻭ ﻞﻤﻌﺗ ﻒﻴﻛ
(ﻲﻧﺎﺠﻣ ﺏﺎﺘﻛ) ﻪﺘﻓﺮﻌﻣ ﻰﻟﺇ ﺝﺎﺘﺤﺗ ﺎﻣ ﻞﻛ – ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺑ ﻢﻠﻌﺗ
ﻥﻮﺜﻳﺎﺑ ﻒﺋﺎﻇﻮﻟ ﺓﺪﺣﻮﻟﺍ ﺕﺍﺭﺎﺒﺘﺧﺍ ﺔﺑﺎﺘﻛ ﺔﻴﻔﻴﻛ
TypeError: ﻦﺋﺎﻜﻟﺍ 'int' ﻙﺍﺮﺘﺷﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ [ﺄﻄﺧ ﻞﺣ ﻢﺗ Python]
ﺮﺧﺁ ،ءﺎﻨﺜﺘﺳﺎﺑ ،ﺔﻟﻭﺎﺤﻤﻟﺍ ،ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﺡﺮﺷ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﺎﻄﺧﻷﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴ
TypeError: ﺮﻴﻐﺑ ﻞﺴﻠﺴﺘﻟﺍ ﺏﺮﺿ ﻦﻜﻤﻳ ﻻ int ﻉﻮﻨﻟﺍ ﻦﻣ float [ﻲﻓ ﺄﻄﺧ Python ﻪﻠﺣ ﻢﺗ]
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ – ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ءﻼﻤﻌﻟﺍ ﺔﺋﺰﺠﺗ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
[ﻼًﺣ ﺪﺠﺘﺳ] Python ﺄﻄﺧ ﺔﺑﺎﺘﻜﻠﻟ ﻞﺑﺎﻗ ﺮﻴﻏ buildin_function_or_method ﻦﺋﺎﻛ :ﻉﻮﻨﻟﺍ ﻲ
Python Lower() - ﺔﻠﺴﻠﺳ ﺮﻴﻐﺼﺗ ﺔﻴﻔﻴﻛ Python ﻞﻗﻷﺍ ﺔﻔﻴﻇﻮﻟﺍ ﺊﻓﺎﻜﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ
TypeError: [ﻥﻮﺜﻳﺎﺑ ﺄﻄﺧ ﻞﺣ ﻢﺗ] ءﺎﻋﺪﺘﺳﻼﻟ ﻞﺑﺎﻗ ﺮﻴﻏ ﺔﻴﻄﻤﻨﻟﺍ ﺓﺪﺣﻮﻟﺍ ﻦﺋﺎﻛ
ﺕﺎﻴﺠﻣﺮﺒﻟﺍ ﺔﻤﻈﻧﺃ ﻢﻴﻤﺼﺗﻭ ﺓﺮﻐﺼﻤﻟﺍ ﺕﺎﻣﺪﺨﻟﺍ ﺓﺭﻭﺩ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ PostgreSQL ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﺏﻮﻴﺗﻮﻳ ﻮﻳﺪﻴﻓ ﻊﻃﺎﻘﻣ ﻞﻴﻤﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻝﺎﺜﻣﻭ ﻒﻳﺮﻌﺘﻟﺍ ؟ﺔﻴﻘﺒﻄﻟﺍ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺕﺎﻨﻴﻌﻟﺍ ﺬﺧﺃ ﻮﻫ ﺎﻣ
ﺔﻴﻋﺮﻔﻟﺍ 3 ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺴﻟ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ - ﻰﻠﻋ ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻱﻮﺘﺤﺗ
PyGameﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ Arcade ﺏﻮﻠﺳﺄﺑ ﺭﺎﻧ ﻕﻼﻃﺇ ﺔﺒﻌﻟ ءﺎﺸﻧﺈﺑ ﻢﻗ
APIsﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﻠﻤﻋ ﺔﻴﺠﻴﺗﺍﺮﺘﺳﺍ ﺔﺘﻤﺗﺃ ﺔﻴﻔﻴﻛ
Qtﻭ PySide6 ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺮﻳﻮﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻦﻣ ﻦﻴﻌﻣ ﻑﺮﺣ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
؟[1-::] ﻲﻨﻌﻳ ﺍﺫﺎﻣﻭ ﺔﻓﻮﻔﺼﻣ ﻊﻴﻄﻘﺗ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻊﻴﻄﻘﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﺧﻵﺍ ﻮﻠﺗ ﺍﺮًﻄﺳ ﻒﻠﻣ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﺍﺮﺠﻴﻠﻴﺗ ﺕﻮﺑ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﻫﺬﻣ QR ﺯﻮﻣﺭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺏﻮﻴﺗﻮﻴﻟﺍ ﻦﻣ MP3 ﺕﺎﻔﻠﻣ ﺺﻗﻭ ﻞﻳﺰﻨﺗ ﺔﻴﻔﻴﻛ
Python ﺔﻜﺒﺷ ﺓﺍﺩﺃ ﺡﺮﺷ – Scapy ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
TypeError: ﺮﻴﻐﺑ ﻞﺴﻠﺴﺘﻟﺍ ﺏﺮﺿ ﻦﻜﻤﻳ ﻻ int ﻉﻮﻨﻟﺍ ﻦﻣ float [ﻲﻓ ﻪﻠﺣ ﻢﺗ ﺄﻄﺧ Python]
ﺩﺍﺪﻌﺘﻟﺍ ﻝﺎﺜﻣ ؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ() ﺩﺍﺪﻌﺘﻟﺍ ﻮﻫ ﺎﻣ
ﺱﻮﻣﺎﻘﻟﺍ ﻰﻟﺇ ﺔﻓﺎﺿﻹﺍ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﻼﻣﻹﺍ ﻰﻟﺇ ﺔﻓﺎﺿﻹﺍ
ﺪﻳﺪﺠﻟﺍ ﺐﻌﻠﻟﺍ ﻦﻣ ﺕﺎﻋﺎﺳ ﻊﻣ ﻞﻴﻐﺸﺘﻠﻟ ﻼًﺑﺎﻗ 1.5 ﺭﺍﺪﺻﻹﺍ Learn to Code RPG ﺔﺒﻌﻟ ﻦﻣ 1.5
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻲﻓ ﺔﻤﺋﺎﻗ ﺞﻣﺩ ﺔﻴﻔﻴﻛ –() ﻥﻮﺜﻳﺎﺑ ﻡﺎﻤﻀﻧﺍ
ﺎﻴﺋﺎﻘﻠﺗ ﺎﻫﺪﻴﻟﻮﺗ ﺔﻴﻔﻴﻛﻭ ؟ﺕﺎﻤﻟﺎﻜﻤﻠﻟ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻮﻫ ﺎﻣ
ﺐﻳﻮﻟﺍ ﺮﻳﻮﻄﺘﻟ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Python ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍﻭ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ – Python Set VS ﺔﻤﺋﺎﻗ
() ﺩﻮﺟﻮﻣﻭ() isFile ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻠﻣ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
For ﺔﻘﻠﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ ءﻼﻣﻹﺍ ﺮﺒﻋ ﺭﺍﺮﻜﺘﻟﺍ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﺭﺍﺮﻜﺗ
ﺎﻀًﻳﺃ ﻞﻴﻟﺪﻟﺍ ﺔﻟﺍﺯﺇﻭ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻠﻣ ﻑﺬﺣ ﺔﻴﻔﻴﻛ
Flask ﻖﻴﺒﻄﺗ ﻲﻓ ﻲﻧﻭﺮﺘﻜﻟﻹﺍ ﺪﻳﺮﺒﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
()plt.figsize ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺽﺭﻷﺍ ﺔﻌﻄﻗ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ – Matplotlib ﻞﻜﺷ ﻢﺠ
Python Pandas Dataframe ﺔﻴﻤﺴﺗ ﺓﺩﺎﻋﻹ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ - Pandas ﻲﻓ ﺩﻮﻤﻋ ﺔﻴﻤﺴﺗ ﺓ
ﺔﻘﻠﺤﻟﺍ ﺔﻠﻤﺟ ءﺎﻨﺑ ﻝﺎﺜﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻘﻠﺤﻠﻟ
ﺔﻤﺋﺎﻘﻟﺍ ﺔﻓﺎﺿﻹ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻓﺎﺿﻹﺍ ﺔﻴﻔﻴﻛ
ﺔﻠﺴﻠﺳ ﻦﻣ ﻑﺮﺣﻷﺍ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻦﻣ ﺔﻟﺍﺯﺇ
Pandas DataFrame Groupby ﺔﻘﻳﺮﻃ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﻴﺜﻤﻟﺍ ﻕﺮﻄﻟ ﺓﺪﺣﻮﻟﺍ ﺕﺍﺭﺎﺒﺘﺧﺍ ﺔﺑﺎﺘﻛ ﺔﻴﻔﻴﻛ
ﺔﻤﺋﺎﻘﻟﺍ ﻢﺠﺣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻝﻮﻃ
Strptime ﻡﺍﺪﺨﺘﺳﺎﺑ ﺖﻗﻭﻭ ﺦﻳﺭﺎﺗ ﻰﻟﺇ Str ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ - Datetime ﻰﻟﺇ ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ
ﺎﻬﻓﺮﻌﺗ ﻥﺃ ﺐﺠﻳ ﻲﺘﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺘﻤﺗﻷ ﺔﻴﺼﻨﻟﺍ ﺞﻣﺍﺮﺒﻟﺍ
Python list.pop() – ﺔﻓﻮﻔﺼﻣ ﻦﻣ ﺮﺼﻨﻋ ﺝﺍﺮﺧﺇ ﺔﻴﻔﻴﻛ
ﺔﻘﻠﺤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺲﺳﻷﺍﻭ ﺓﻮﻘﻟﺍ ﺔﻟﺍﺩ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻷﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﻌﺘﻣ ﺐﻳﻭ ﺕﺎﺤﻔﺻ ﻂﺸﻛ ﺔﻴﻔﻴﻛ
ﺍﺪﻣﻻ ﻒﺋﺎﻇﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – ﺔﻟﻮﻬﺠﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻔﻴﻇﻭ
MySQLﻭ Flaskﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺪﻋﺍﻮﻗ ﻰﻟﺇ ﺓﺪﻨﺘﺴﻤﻟﺍ ﺐﻳﻮﻟﺍ ﺕﺎﻘﻴﺒﻄﺗ ﺮﻳﻮﻄﺗ
ﺔﻠﺧﺍﺪﺘﻣ ﺔﻤﺋﺎﻗ ﺔﺌﻴﻬﺗ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻦﻤﺿ ﺔﻤﺋﺎﻗ
ﺓﺎﻔﺤﻠﺴﻟﺍ ﻊﻣ ﺓﻮﻄﺨﺑ ﺓﻮﻄﺧ ﻲﻤﻴﻠﻌﺗ ﺞﻣﺎﻧﺮﺑ – Python ﻲﻓ Pong ﺔﺠﻣﺮﺑ ﺔﻴﻔﻴﻛ
Python ﻲﻓ NMFﻭ SVD ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – ﻉﻮﺿﻮﻤﻟﺍ ﺔﺟﺬﻤﻨﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ SQLite ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ءﻼﻣﻹﺍ ﻦﻣ ﺢﻴﺗﺎﻔﻤﻟﺍ ﻑﺬﺣ ﺔﻴﻔﻴﻛ - ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﺡﺎﺘﻔﻤﻟﺍ ﺔﻟﺍﺯﺇ ﻥﻮﺜﻳﺎﺑ
ValueError: ﺕﺎﻴﺿﺎﻳﺮﻟﺍ ﻝﺎﺠﻣ ﻲﻓ ﺄﻄﺧ [ﻲﻓ ﻪﻠﺣ ﻢﺗ ﺄﻄﺧ Python]
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻣ ﺲﻜﻋ ﻭﺃ ﺯﺮﻓ ﺔﻴﻔﻴﻛﻭ – ﺔﻔﻨﺼﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ
ﺔﻠﺜﻣﻷﺍ ﻊﻣ ﺔﻟﻮﻬﺠﻤﻟﺍ ﻒﺋﺎﻇﻮﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – Python Lambda ﻒﺋﺎﻇﻭ
ﺱﻮﻣﺎﻘﻟﺎﺑ ﻕﺎﺤﻟﻹﺍ ﺔﻴﻔﻴﻛ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﻼﻣﻹﺍ ﻰﻟﺇ ﺔﻓﺎﺿﻹﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ CSV ﻒﻠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
(Hashmap) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﻼﻣﺇ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ
Python RegEx – ﻲﻓ ﻱﺩﺎﻋ ﺮﻴﺒﻌﺗ ﺩﺍﺮﻴﺘﺳﺍ ﺔﻴﻔﻴﻛ Python
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ Excel ﻡﺎﻬﻣ ﺔﺘﻤﺗﺃ ﺔﻴﻔﻴﻛ
++Python VS C ﺖﻗﻮﻟﺍ ﺪﻴﻘﻌﺗ ﻞﻴﻠﺤﺗ
Apache ءﺍﻮﻫ ﻖﻓﺪﺗ ﻡﺍﺪﺨﺘﺳﺎﺑ ETL ﺕﺎﻧﺎﻴﺑ ﺐﻴﺑﺎﻧﺃ ﻂﺧ ﻖﻴﺴﻨﺗ ﺔﻴﻔﻴﻛ
ﺎﻬﻤﻠﻌﺗ ﻲﻓ ﺃﺪﺒﺗ ﻒﻴﻛﻭ – ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﺓﺪﻴﺟ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﺪﻌﺗ ﺍﺫﺎﻤﻟ
ﺓﺪﺋﺍﺰﻟﺍ ءﺎﻀﻴﺒﻟﺍ ﺔﻓﺎﺴﻤﻟﺍ ﺪﻳﺮﺠﺗ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻊﻄﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﺋﺎﻇﻮﻟﺍ ءﺎﻋﺪﺘﺳﺍﻭ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ PDF ﺕﺎﻔﻠﻣ ﻦﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ SQL ﺕﺎﻣﻼﻌﺘﺳﺍ ﺢﻴﺤﺼﺗﻭ ﺭﺎﺒﺘﺧﺍ ﺔﻴﻔﻴﻛ
elifﻭ elseﻭ if ﻰﻠﻋ ﺔﻠﺜﻣﺃ - ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻃﺮﺸﻟﺍ ﺕﺍﺭﺎﺒﻌﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻘﻠﺤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ SQL ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻰﻟﺇ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺑﺎﺘﻛﻭ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
SQLﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺎﻬﻣ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ
ءﻼﻣﻹﺍ ﻝﻼﺧ ﻦﻣ ﺔﻘﻠﺣ ﺬﻴﻔﻨﺗ ﺔﻴﻔﻴﻛ - ﺱﻮﻣﺎﻘﻟﺍ ﺮﺒﻋ ﻥﻮﺜﻳﺎﺑ ﺭﺍﺮﻜﺗ
ﺎﻬﺣﻼﺻﺇ ﺔﻴﻔﻴﻛﻭ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻌﺋﺎﺸﻟﺍ ءﺎﻄﺧﻷﺍ
Pandas ﻲﻓ ﻮﻔﻄﻟﺍ ﺐﻳﺮﻘﺗ ﺔﻴﻔﻴﻛ –()Pandas round ﺔﻘﻳﺮﻃ
pandas.DataFrame.sort_values - ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﻢﻴﻘﻟﺍ ﺯﺮﻓ ﺔﻴﻔﻴﻛ
Matplotlib ﻲﻓ ﻂﺨﻟﺍ ﻥﻮﻟ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ – ﻥﻮﻠﻟﺍ ﺔﻓﺎﺿﺇ Matplotlib
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺓﺭﺍﺮﺤﻟﺍ ﺔﺟﺭﺩ ﻝﻮﺤﻣ ﺔﺒﺳﺎﺣ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
Matplotlib ﻲﻓ ﻱﺭﻮﻄﺳﻷﺍ ﻂﺨﻟﺍ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
Matplotlib ﻲﻓ ﺔﻣﻼﻋ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ - Matplotlib ﺔﻣﻼﻋ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ SQL ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻲﻓ ﺎﻬﺘﺠﻟﺎﻌﻣﻭ ﻝﻭﺍﺪﺠﻟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻢﺋﺍﻮﻘﻟﺍ ﻂﺑﺭ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍ ﻰﻟﺇ ﻡﺎﻤﻀﻧﻻﺍ
ﻥﻮﺜﻳﺎﺒﻟﺍﻭ ﺔﻄﻘﻨﻟﺍ ﺚﻳﺪﺤﺗ ﺔﻴﻔﻴﻛﻭ – ﺔﻄﻘﻨﻟﺍ ﺔﻴﻗﺮﺗ
ﺎﻣ ﺄﻄﺧ ﺔﻋﺎﺒﻃ ﺔﻟﻭﺎﺤﻣ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﺔﻋﺎﺒﻃ ءﺎﻨﺜﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ SQL ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻘﻟ ﺔﻴﻃﺎﻴﺘﺣﻻﺍ ﺦﺴﻨﻟﺍ ﺔﺘﻤﺗﺃ ﺔﻴﻔﻴﻛ
Lambda ﺔﻤﺋﺎﻗ ﺯﺮﻓ ﺔﻴﻔﻴﻛ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ Lambda ﺯﺮﻓ ﻢﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ SQL ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻦﻣ ﺔﻴﺋﺎﻘﻠﺗ ﺮﻳﺭﺎﻘﺗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
Lambda Expression ﻞﺧﺍﺩ RegEx ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ – Python RegEx ـﻟ ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
ﺔﻔﻴﻇﻮﻟﺍ ﻰﻠﻋ ﻝﺎﺜﻣ() ﻥﻮﺜﻳﺎﺑ ﻕﺎﻄﻧ
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﻰﻠﻋ ﺔﻄﻴﺴﺑ ﺔﻠﺜﻣﺃ – ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ ﻰﻠﻋ ﺔﻠﺜﻣﺃ
ﻮﻐﻧﺎﺟ ﺝﺫﺎﻤﻧ ﻦﻴﺑ ﺕﺎﻗﻼﻌﻟﺍ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﺢﻴﻄﺴﺗ – ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﺢﻴﻄﺴﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺼﻨﻣ ﺔﺒﻌﻟ ءﺎﺸﻧﺇ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﺣﻮﻟ ﻦﻣ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺕﻼﺧﺪﻣ ﺓءﺍﺮﻗ ﺔﻴﻔﻴﻛ
ﺔﻠﺼﻔﻨﻣﻭ ﺔﻧﺮﻣ ﺔﻴﺠﻣﺮﺑ ﺕﺎﻤﻴﻠﻌﺗ ﺔﺑﺎﺘﻛ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻄﺒﻟﺍ ﺔﺑﺎﺘﻛ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺏﺎﻌﻟﺃ ﻊﻨﺻ ﻲﻨﻨﻜﻤﻳ ﻞﻫ
؟ﺍﺫﺎﻤﻟ ؟ﻰﻟﻭﺃ ﺔﺠﻣﺮﺑ ﺔﻐﻠﻛ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﻲﻨﻨﻜﻤﻳ ﻞﻫ
ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺭﺍﺮﻜﺗ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﺼﻧ ﻒﻠﻣ ﻲﻓ ﺓﺪﻳﺮﻔﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﺩﺪﻋ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﺴﻛﺇ ﻲﻓ ﺔﻤﻠﻛ ﻝﺍﺪﺒﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺌﻃﺎﺧ ﺔﺒﺳﺎﺣ ﺔﻟﺁ
Pandas ﻲﻓ ﺔﻟﺎﺤﻟﺍ ﻰﻠﻋ ءًﺎﻨﺑ ﺓﺪﻤﻋﻷﺍ ﻲﻓ ﻢﻴﻘﻟﺍ ﻝﺍﺪﺒﺘﺳﺍ ﺔﻴﻔﻴﻛ
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؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ MySQL ﺕﺎﻧﺎﻴﺑ ﺪﻋﺍﻮﻗ ﻦﻣ ﺔﻴﻃﺎﻴﺘﺣﺍ ﺦﺴﻧ ﺬﺧﺃ ﺔﻴﻔﻴﻛ
؟Pandas ﻲﻓ DataFrame ﺩﻮﻤﻋ ﺢﺋﺍﺮﺷ ﺬﺧﺃ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Windows ﻞﻴﻐﺸﺘﻟﺍ ﻡﺎﻈﻧ ﻰﻠﻋ ﻞﻴﻐﺸﺘﻟﺍ ﺪﻴﻗ ﺔﻴﻠﻤﻋ ءﺎﻬﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺑﺎﺘﻜﻟﺍ ﺔﻋﺮﺳ ﺭﺎﺒﺘﺧﺍ ﺔﻴﻔﻴﻛ
Django Rest Framework ﻡﺍﺪﺨﺘﺳﺎﺑ (API) ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺔﺠﻣﺮﺑ ﺔﻬﺟﺍﻭ ﻖﻨﺧ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ (ﺔﻴﻟﻭﺪﻟﺍ ءﺎﻀﻔﻟﺍ ﺔﻄﺤﻣ) ﺔﻴﻟﻭﺪﻟﺍ ءﺎﻀﻔﻟﺍ ﺔﻄﺤﻣ ﻊﺒﺘﺗ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﺔﻠﺴﻠﺳ ﻞﻴﻜﺸﺗ ﺓﺩﺎﻋﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻣ ﻦﻣ ﻞﻣﺎﻛ ﺩﻮﻤﻋ ﻭﺃ ﻒﺻ ﺩﺍﺩﺮﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟PyGame ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻬﺳﺎﻴﻗﻭ ﺭﻮﺼﻟﺍ ﺮﻳﻭﺪﺗ ﺔﻴﻔﻴﻛ
؟Pygal ﻡﺍﺪﺨﺘﺳﺎﺑ X ﺔﻣﻼﻋ ﺮﻳﻭﺪﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻦﻣ ﺖﺒﻳﺮﻜﺳ ﺎﻓﺎﺟ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
؟ﺮﺧﻵﺍ ﻮﻠﺗ ﺍﺪﺣﺍﻭ ﺪﻠﺠﻣ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻔﻠﻣ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
؟Ngrok ﻡﺍﺪﺨﺘﺳﺎﺑ ﺖﻧﺮﺘﻧﻹﺍ ﺮﺒﻋ Python Flask ﻖﻴﺒﻄﺗ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻊﻴﻤﺠﺘﻟﺍ ﻞﺑﺎﻘﻣ ﻒﻴﻨﺼﺘﻟﺍ
؟gzip/zip ﻒﻠﻤﻛ Pandas Dataframe ﻆﻔﺣ ﺔﻴﻔﻴﻛ
ﺎﻴﻤﺠﻌﻣ ﻦﻴﺘﻠﺴﻠﺳ ﺔﻧﺭﺎﻘﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﻌﻣ ﺱﺮﻬﻓ ﺪﻨﻋ Unicode ﺩﻮﻛ ﺔﻄﻘﻧ ﺪﻳﺪﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
regex ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﻠﻛ ﻞﻛ ﻦﻣ ﻝﻭﻷﺍ ﻑﺮﺤﻟﺍ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺓﺰﻴﻤﻟﺍ ﺭﺎﻴﺘﺧﺍ ﺕﺎﻴﻨﻘﺗ
ﺩﺪﺤﻣ ﺱﺮﻬﻓ ﻲﻓ ﻑﺮﺣ ﻝﺍﺪﺒﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻴﻋﺮﻔﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻦﻣ ﺩﺪﻋ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻢﻴﺴﻘﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ S ﺔﻴﻣﺯﺭﺍﻮﺧ ﻦﻋ ﺚﺤﺑﺍ
؟TensorFlow ﺔﻣﺪﺧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺝﺫﻮﻤﻨﻟﺍ ﺮﺸﻧ ﺔﻴﻔﻴﻛ
؟ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ ﺹﻮﺼﻨﻟﺍ ﺔﺠﻟﺎﻌﻣ ﻲﻓ ﺕﺎﺼﻠﻘﺘﻟﺍ ﻊﻴﺳﻮﺗ ﺔﻴﻔﻴﻛ
KerasClassifierﻭ GridSearchCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻘﺋﺎﻔﻟﺍ ﺔﻤﻠﻌﻤﻟﺍ ﻂﺒﺿ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺼﺒﻟﺍ ﻑﺎﻌﻀﻟ ﻖﻘﺤﺘﻟﺍ ﺔﻤﻠﻜﻟ ﻞﻳﺪﺑ ءﺎﺸﻧﺇ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﻄﻐﺘﻟﺍ ﻲﻓ ﺄﻄﺧ - MultiLabel ﻒﻴﻨﺼﺘﻟﺍ ﺲﻴﻳﺎﻘﻣ
ﻪﺴﻔﻧ ﻮﻫ ﺔﻠﺴﻠﺴﻠﻟ ﻦﻤﻳﻷﺍﻭ ﺮﺴﻳﻷﺍ ﻥﺍﺭﻭﺪﻟﺍ ﻞﻌﺠﻟ ﺎﻫﺮﻴﻴﻐﺗ ﺩﺍﺮﻤﻟﺍ ﻑﺮﺣﻷﺍ ﻞﻴﻠﻘﺘﻟ Python3
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺐﻴﺗﺮﺘﻟﺍ ﺓﺭﺎﺴﺧ - MultiLabel ﻒﻴﻨﺼﺘﻟﺍ ﺲﻴﻳﺎﻘﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻗﺪﻟﺍ ﻂﺳﻮﺘﻣ ﻒﻴﻨﺼﺘﻟﺍ ﻒﻴﻨﺼﺗ - ﺕﺎﻔﻴﻨﺼﺘﻟﺍ ﺩﺪﻌﺘﻣ ﻒﻴﻨﺼﺘﻟﺍ ﺲﻴﻳﺎﻘﻣ
3999 ﻰﻟﺇ 1 ﻦﻴﺑ ﻊﻘﺗ ﺔﻳﺮﺸﻋ ﻡﺎﻗﺭﺃ ﻰﻟﺇ ﺔﻴﻧﺎﻣﻭﺮﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
() ﻚﺑ ﺔﺻﺎﺨﻟﺍ atoi ﺔﺑﺎﺘﻜﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ ﺞﻠﺜﻟﺍ ﺓﺮﻛ ﻉﺬﺟ ﻢﻬﻓ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ ﺕﺎﻤﻠﻜﻟﺍ ﺕﺎﻨﻴﻤﻀﺗ ﻢﻬﻓ
ﺔﻳﺩﻮﻘﻨﻌﻟﺍ Seaborn ﺔﻄﻳﺮﺧ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﻴًﻣﺮﻫ ﺔﻌﻤﺠﻣ ﺔﻳﺭﺍﺮﺣ ﺔﻄﻳﺮﺧ
ﺮﺤﺒﻟﺍ ﻲﻓ ﻞﻣﺎﻋ ﺓﺮﻣﺍﺆﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺮﻣﺍﺆﻤﻟﺍ ﻦﻣ ﺔﻔﻠﺘﺨﻣ ﻉﺍﻮﻧﺃ ﻢﺳﺭ
ﺔﻳﻭﺎﺴﺘﻣ K ﺲﻴﻣﺍﻮﻗ ﻰﻟﺇ ﻪﺤﻴﺗﺎﻔﻣﻭ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﺴﻘﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺎﻔﺤﻠﺴﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻄﻳﺮﺷ ﻂﻄﺨﻣ ﻢﺳﺮﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻑﺮﺣﻷﺍ ﺕﺍﺩﺩﺮﺗ ﺓﺍﻭﺎﺴﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
JSON ﺔﺑﺎﺠﺘﺳﺍ ﻦﻣ ﺓﺪﺣﺍﻭ ﺔﻤﻴﻗ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﺼﺼﺨﻤﻟﺍ ﻢﻴﻘﻠﻟ ﺱﻮﻣﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺔﻴﻋﺮﻓ ﺔﻠﺴﻠﺳ ﻊﻣ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺝﺍﻭﺯﺃ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻜﺒﺸﻟﺍ ﺔﻘﺑﺎﻄﻣ ﻞﺳﻼﺳ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺲﻴﻣﺍﻮﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﺮﺒﻛﺃ N ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻤﻗﺭ ﻱﺪﺠﺑﺃ ﺮﻴﻏ ﻑﺮﺣ ﻝﻭﺃ ﻰﺘﺣ ﺔﻠﺴﻠﺴﻟﺍ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
HTML ﺕﺎﻣﻼﻋ ﻦﻴﺑ ﻞﺳﻼﺴﻟﺍ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺪﺣﺍﻭ ﺔﻨﻴﻌﻟ T ﺭﺎﺒﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺘﻨﻴﻌﻟ T ﺭﺎﺒﺘﺧﺍ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
N-gram ﻊﻣ ﻝﺎﺜﻣ _ﻲﻫ ﺎﻣ _ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﺔﻐﻟ ﺝﺫﺎﻤﻧ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ ﺽﻮﻤﻐﻟﺍ ﻉﺍﻮﻧﺃ ﻊﻴﻤﺟ
Python: ﻝﻮﺣ ﺪﺣ ﻊﺿﻭ ﺔﻴﻔﻴﻛ OptionMenu ﻡﺍﺪﺨﺘﺳﺎﺑ Tkinter؟
؟ﺔﻘﻠﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ tkinter ﺕﺎﻴﻤﺴﺗ ﺚﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ :ﻥﻮﺜﻳﺎﺑ
؟Pandas DataFrame ﻲﻓ ﺓﺭﺮﻜﻤﻟﺍ ﺕﺎﻴﻤﺴﺘﻟﺎﺑ ﺡﺎﻤﺴﻟﺍ ﻡﺪﻋ ﺔﻴﻔﻴﻛ
؟Python Tkinter ﻲﻓ ﺙﺪﺤﻟﺍ ﺭﺎﺸﺘﻧﺍ ﻑﺎﻘﻳﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﻤﻌﺘﺴﻤﻟﺍ ﺕﺍﺭﺎﻴﺴﻟﺍ ﻊﻴﺑ ﺭﺎﻌﺳﺃ ﻞﻴﻠﺤﺗ
Plotly Express ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻛﺮﺤﺘﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ pyspeedtest ﻡﺍﺪﺨﺘﺳﺎﺑ ﺖﻧﺮﺘﻧﻹﺍ ﺔﻋﺮﺳ ﺭﺎﺒﺘﺧﻻ ﻖﻴﺒﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻱﺪﻳﺮﺒﻟﺍ ﺰﻣﺮﻟﺍ ﻦﻣ ﻥﺍﻮﻨﻌﻟﺍ ﻞﻴﺻﺎﻔﺗ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻖﻴﺒﻄﺗ
Pandas ﻲﻓ ﺩﻮﻤﻋ ﻞﻛ ﻲﻓ ﺔﻤﻴﻘﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
ﻲﻟﺎﺤﻟﺍ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻠﻟ ﺔﻳﺩﺮﻔﻟﺍ ﺕﺎﻧﻮﻜﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻒﻠﺘﺨﻣ ﺪﻠﺑ ﻖﻴﺴﻨﺘﺑ ﺦﻳﺭﺎﺘﻟﺍ ﺽﺮﻌﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟Seaborn Barplot ﻰﻠﻋ ﻢﻴﻘﻟﺍ ﺭﺎﻬﻇﺇ ﺔﻴﻔﻴﻛ
Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ CSV ﻒﻠﻣ ﺓءﺍﺮﻗ ءﺎﻨﺛﺃ ﻑﻮﻔﺼﻟﺍ ﻲﻄﺨﺗ ﺔﻴﻔﻴﻛ
؟Pytorch ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﻲﺛﻼﺛ ﺮﺗﻮﻣ ﻊﻴﻄﻘﺗ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻢﺠﺣ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ
؟ﺔﺌﻴﺒﻟﺍ ﺮﻴﻐﺘﻤﻟ ﺍﺪﻧﻮﻛﺎﻧﺍ ﺭﺎﺴﻣ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
Pandas – Python ﻲﻓ ﻦﻳﺮﻴﺧﻷﺍ ﻦﻳﺩﻮﻤﻌﻟﺍ ﻲﻓ ﺔﻤﻴﻘﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
Pandas ﻲﻓ ﺩﻮﻤﻋ ﻞﻛ ﻲﻓ ﺔﻤﻴﻘﻠﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
ﺔﺠﻟﺎﻌﻤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﻊﺿﻭ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
Pandas Dataframe ﻲﻓ NaN ﻢﻴﻗ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
Pandas Dataframe ﻲﻓ ﺩﻮﺳﻷﺍ ﻥﻮﻠﻟﺎﺑ ﺔﻴﺑﺎﺠﻳﻹﺍ ﻢﻴﻘﻟﺍﻭ ﺮﻤﺣﻷﺍ ﻥﻮﻠﻟﺎﺑ ﺔﺒﻟﺎﺴﻟﺍ ﻢﻴﻘﻟﺍ ﺰﻴ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺪﻤﺘﻟﺍﻭ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻢﺳﺭ
؟ﻑﻮﻔﺼﻟﺍ ﺱﺮﻬﻓ ﻭﺃ ﺓﺪﻤﻋﻷﺍ ءﺎﻤﺳﺃ ﻰﻠﻋ ءًﺎﻨﺑ Pandas DataFrame ﺯﺮﻓ ﺔﻴﻔﻴﻛ
graph_objects ﺔﺌﻓ ﻡﺍﺪﺨﺘﺳﺎﺑ Plotly ﻲﻓ ﺔﻴﻧﺎﻴﺒﻟﺍ ﻡﻮﺳﺮﻟﺍ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍﻭ OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻠﻛ ﻞﻜﺸﺑ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﻑﺍﻮﺤﻟﺍ ﻑﺎﺸﺘﻛﺍ
Homogeneity_score ﻡﺍﺪﺨﺘﺳﺎﺑ sklearn ﻥﻮﺜﻳﺎﺑ ﻲﻓ
Boxplots ﻡﺍﺪﺨﺘﺳﺎﺑ ﻁﺎﻘﻨﻟﺍ ﻊﻣ ﺔﻴﻘﻓﻷﺍ Seaborn ﻥﻮﺜﻳﺎﺑ ﻲﻓ
Stripplot ﻊﻣ ﻲﻘﻓﻷﺍ Jitter ﻡﺍﺪﺨﺘﺳﺎﺑ Altair ﻲﻓ Python
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﺯﺎﻨﻤﻟﺍ ﺭﺎﻌﺳﺄﺑ ﺆﺒﻨﺘﻟﺍ
Python-Plotly ﻲﻓ ﻖﻴﺴﻨﺘﻟﺍﻭ ﺺﻨﻟﺍ ﻢﻳﻮﺤﺗ
؟(ﺔﻣﻮﻛ ﻭﺃ ﺱﺪﻜﻣ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﻦﻳﺰﺨﺗ ﻢﺘﻳ ﻒﻴﻛ
؟ﻲﺋﺎﻘﻠﺘﻟﺍ ﺰﻴﻣﺮﺘﻟﺍ ﺓﺰﻬﺟﺃ ﻞﻤﻌﺗ ﻒﻴﻛ
؟Python PyTorch ﻲﻓ "ﺽﺮﻌﻟﺍ" ﺔﻘﻳﺮﻃ ﻞﻤﻌﺗ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ functools cmp_to_key ﺔﻔﻴﻇﻭ ﻞﻤﻌﺗ ﻒﻴﻛ
؟Pytorch ﻲﻓ ﺔﻌﺑﺭﻷﺍ ﺩﺎﻌﺑﻸﻟ torch.argmax ﻞﻤﻌﻳ ﻒﻴﻛ
؟OpenCV ـﺑ ﺹﺎﺨﻟﺍ blobFromImage ﻞﻤﻌﻳ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ MongoDB ﻲﻓ ﺔﻋﻮﻤﺠﻣ ﻰﻟﺇ ﻝﻮﺻﻮﻟﺍ ﺔﻴﻔﻴﻛ
؟ﺩﻮﻤﻌﻟﺍ ﺐﺴﺣ NumPy ﺔﻋﻮﻤﺠﻣ ﻰﻟﺇ ﻝﻮﺻﻮﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻂﺑﺮﻟﺍ ﻭﺃ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﺣﻮﻟ ﺭﺎﺼﺘﺧﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﻭﺩﻷﺍ ﻂﻳﺮﺷﻭ Tkinter ﺔﻤﺋﺎﻗ ﻂﻴﺸﻨﺗ ﺔﻴﻔﻴﻛ
؟NumPy ﺔﻋﻮﻤﺠﻣ ﻝﻮﺣ ﺩﻭﺪﺣ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﺡﺎﻀﻳﻹﺍ ﺔﻠﻴﺳﻭ ﺕﻻﺎﺧﺩﺇ ﻦﻴﺑ ﻲﺳﺃﺮﻟﺍ ﺪﻋﺎﺒﺘﻟﺍ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Linux ﻰﻠﻋ Python ـﻟ Setuptools ﺖﻴﺒﺜﺗ ﺔﻴﻔﻴﻛ
؟ﻊﻳﺮﺴﻟﺍ ﺮﻴﺒﻌﺘﻟﺍ ﻊﻣ ﺪﺣﺍﻭ ﺮﺛﺃ ﻭﺫ ﺮﺜﻌﺒﻣ ﻂﻄﺨﻣ ﻲﻓ ﺡﺎﻀﻳﻹﺍ ﺔﻠﻴﺳﻭ ﺭﺎﻬﻇﺇ ﺔﻴﻔﻴﻛ
Python ﻡﺰﺣ ﺓﺭﺍﺩﻹ Linux ﻰﻠﻋ PIP ﺖﻴﺒﺜﺗ
ﻥﻮﺜﻳﺎﺑ - Bottle Web ﻞﻤﻋ ﺭﺎﻃﺇ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﺱﺪﻜﺘﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺎﻜﻓﺎﻛ ﺞﺘﻨﻤﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Dynamic CLI ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﺓﺪﺣﻭ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﺳﻻﺎﺑ ﺔﻴﻠﻤﻋ ﻞﺘﻗ
Kivy - ﻞﻤﻋ ﺭﺎﻃﺇ Python ﻝﻮﻤﺤﻤﻟﺍ ﻒﺗﺎﻬﻟﺍ ﺕﺎﻘﻴﺒﻄﺗ ﺮﻳﻮﻄﺘﻟ
(KS ﺭﺎﺒﺘﺧﺍ) ﻑﻮﻧﺮﻴﻤﺳ-ﻑﻭﺭﻮﺟﻮﻤﻟﻮﻛ ﺭﺎﺒﺘﺧﺍ
Pandas DataFrame ﻰﻟﺇ ﺔﻴﻤﺴﺘﻟﺍ ﻰﻟﺇ ﺓﺪﻨﺘﺴﻤﻟﺍ ﺔﺳﺮﻬﻔﻟﺍ
ﺱﺎﺗﻮﻫﺎﻣ ﻥﻮﺜﻴﺑ ﻲﻓ ﻰﻤﺴﻤﻟﺍ ﺓﺭﻮﺼﻟﺍ ﺔﻔﻴﻇﻭ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﺧﺁ ﻥﻭﺪﺑ ﻦﻜﻟﻭ ﺍﺫﺇ ﻊﻣ ﺍﺪﻣﻻ
؟Matplotlib ﻲﻓ ﺔﻴﻋﺮﻔﻟﺍ ﺕﺎﻜﺒﺤﻟﺍ ﻊﻴﻤﺠﻟ ﺪﺣﺍﻭ ﻲﺴﻴﺋﺭ ﻥﺍﻮﻨﻋ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻐﻠﻟﺍ ﻑﺎﺸﺘﻛﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ Google API ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻐﻟ ﻢﺟﺮﺘﻣ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻊﻗﻮﻤﻟ URL ﺭﺎﺼﺘﺧﺍ ﻞﻴﻐﺸﺘﺑ ﻢﻗ
؟Numpy ﺔﻋﻮﻤﺠﻣ ﻦﻣ Nth ﺱﺮﻬﻓ ﻞﻛ ﻲﻄﺨﺗ ﺔﻴﻔﻴﻛ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ AWS EC2 ﻞﻴﺜﻣ ﻕﻼﻃﺇ
؟PySpark ﻲﻓ ﺔﻤﻴﻘﻟﺍ ﺐﺴﺣ ﺯﺮﻔﻟﺍ ﺔﻴﻔﻴﻛ
؟Pandas DataFrame ﻒﺻ ﻞﺧﺍﺩ ﺔﻤﻴﻗ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
Scikit Learn ﻲﻓ Ledoit-Wolf vs OAS ﺮﻳﺪﻘﺗ
؟Jupyter ﻲﻓ ﻝﺪﺴﻨﻣ ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻋ ﻞﻛ ﺓﺍﺫﺎﺤﻣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺋﺍﻮﺸﻌﻟﺍ ﻯﺪﻤﻟﺍ ﻂﺳﻮﺘﻣ ﻰﻠﻋ ﻞﺼﺣﺍ
؟Jupyter Notebook ﻡﺍﺪﺨﺘﺳﺎﺑ Conda ﺔﺌﻴﺑ ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﺺﻨﻟﺍ ﺓﺍﺩﺃ ﻲﻓ ﺐﻳﻮﺒﺘﻟﺍ ﺔﻣﻼﻋ ﻢﺠﺣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
؟Seaborn ﺽﺭﺃ ﺔﻌﻄﻗ ﻲﻓ ﺭﻭﺎﺤﻤﻟﺍ ﺩﻭﺪﺣﻭ ﺕﺎﻴﻤﺴﺗ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ
؟ﻦﻴﻔﺻ ﻰﻟﺇ ﻢﺴﻘﻣ ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻰﻟﺇ PySpark ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻢﻴﺴﻘﺗ ﺔﻴﻔﻴﻛ
؟PySpark ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﺎﻃﺇ ﻦﻣ ﻑﻮﻔﺼﻟﺍ ﻦﻣ ﻕﺎﻄﻧ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﺧﺍﺪﺘﻣ ﺱﻮﻣﺎﻗ ﻰﻟﺇ ﻢﺋﺍﻮﻘﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻤﺠﻟﺍ ﺔﻟﺎﺣ ﻰﻟﺇ ﻥﺎﺒﻌﺜﻟﺍ ﺔﻟﺎﺣ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻗ ﻰﻟﺇ ﺔﻓﻮﻔﺼﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻑﻮﻔﺼﻟﺍ ﻝﻮﻃ ﻕﺎﻄﻧ ﺔﻴﻔﺼﺗ
Python - ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﻢﻴﻘﻟﺍ ﻢﺋﺍﻮﻗ ﻦﻣ ﺔﻳﺩﺮﻔﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻴﻔﺼﺗ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻣ ﺔﺋﺩﺎﺑ ﻦﻣ ﺍءًﺪﺑ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺔﻴﻔﺼﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﻮﺟﻮﻤﻟﺍ ﺮﻴﻏ ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﺔﻴﻔﺼﺗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻣ ﺔﻠﺴﻠﺳ ﻲﻓ ﺓﺮﻴﺒﻜﻟﺍ ﻑﺮﺣﻷﺍ ﺱﺭﺎﻬﻓ ﻰﻠﻋ ﻞﺼﺣﺍ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻒﻠﻣ ﻲﻓ ﺮﻄﺳﻷﺍﻭ ﺕﺎﻓﺎﺴﻤﻟﺍﻭ ﺕﺎﻤﻠﻜﻟﺍﻭ ﻑﺮﺣﻷﺍ ﺩﺪﻋ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﻡﺎﻗﺭﻷﺍ ﻉﻮﻤﺠﻣ ﻰﻠﻋ ﻞﺼﺣﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺔﻋﻮﻤﺠﻤﻟﺍ ﺮﺻﺎﻨﻋ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﻴﻘﻟﺍ ﺔﻤﺋﺎﻘﻟ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﻋﻮﻤﺠﻣ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﻝﻭﻷﺍ ﻑﺮﺤﻟﺍ ﺐﺴﺣ ﺔﻤﺋﺎﻘﻟﺍ ﻊﻴﻤﺠﺗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻗ ﻲﻓ Kth ﺩﻮﻤﻋ ﺐﺴﺣ ﺕﻼﺠﺴﻟﺍ ﻊﻴﻤﺠﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺛﺎﻤﻣ ﺱﺮﻬﻓ ﺮﺻﺎﻨﻋ ﻰﻠﻋ ﺕﻼﺠﺴﻟﺍ ﻊﻴﻤﺠﺗ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﻠﺨﻤﻟﺍ ﻒﻠﻣ ﻲﻓ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
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؟jQuery ﺓﺪﻋﺎﺴﻤﺑ JSON ﺓﺮﺠﺷ ﻦﻋ ﺚﺤﺒﺗ ﻒﻴﻛ
؟ﻒﻴﻔﺻ ﻦﺋﺎﻛ ﻲﻓ ﺔﻤﺴﻠﻟ ﻯﻮﺼﻘﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻴﻔﻴﻛ
؟ﺖﺒﻳﺮﻜﺳ ﺎﻓﺎﺟ ﻲﻓ ﺔﻋﻮﻤﺠﻣ ﻦﻣ ﻲﺋﺍﻮﺸﻋ ﺮﺼﻨﻋ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
؟JavaScript ﻡﺍﺪﺨﺘﺳﺎﺑ ﻪﻴﻠﻋ ﺮﻘﻨﻟﺍ ﺪﻨﻋ HTML ﺺﻧ ﻝﺎﺧﺩﺇ ﻲﻓ ﺺﻨﻟﺍ ﻞﻛ ﺪﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
؟ﺖﺒﻳﺮﻜﺳ ﺎﻓﺎﺟ ﻦﻣ ﻲﻧﻭﺮﺘﻜﻟﺇ ﺪﻳﺮﺑ ﻝﺎﺳﺭﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Kth ﺮﺷﺆﻣ ﺔﻤﻴﻗ ﺐﺴﺣ ﺱﻮﻣﺎﻗ ﺯﺮﻓ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻦﻣ ﺓﺩﺎﻔﺘﺳﻻﺍ ﺔﻴﻔﻴﻛ
Networxx - Python ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ (HITS) ﻲﺒﻌﺸﺘﻟﺍ ﻁﺎﺒﺗﺭﻻﺎﺑ ﺔﺜﺤﺘﺴﻤﻟﺍ ﻊﻴﺿﺍﻮﻤﻟﺍ ﻦﻋ ﺚ
Python - ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﺔﻨﻴﻌﻣ ﺔﻠﺧﺍﺪﺘﻣ ﻯﻮﺘﺴﻣ ﺮﺻﺎﻨﻋ ﻰﻠﻋ ﻞﺼﺣﺍ
Python - ﺔﻤﺋﺎﻗ ﺮﺻﺎﻨﻋ ﻉﻮﻤﺠﻣ ﻰﻠﻋ ﻞﺼﺣﺍ K ﺔﺤﻳﺮﺸﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻴﺧﻷﺍ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻌﻟﺍ ﺕﺍﺪﺟﺍﻮﺗ ﻊﻴﻤﺟ ﺕﺍﺮﺷﺆﻣ ﻰﻠﻋ ﻞﺼﺣﺍ - ﻥﻮﺜﻳﺎﺑ
Python - ﺕﺎﻨﺋﺎﻜﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻤﺴﻠﻟ ﻯﻮﺼﻘﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻭﺫ ﻦﺋﺎﻜﻟﺍ ﻰﻠﻋ ﻞﺼﺣﺍ
b!=2nﻭ b=2n ـﻟ ﺐﻣﻮﻟﻮﺟ ﺰﻴﻣﺮﺗ - ﻥﻮﺜﻳﺎﺑ
Python - ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻴﻧﺎﺜﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺐﺴﺣ ﻰﻟﻭﻷﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻊﻴﻤﺠﺗ Tuple
ﺱﻮﻣﺎﻘﻟﺍ ﻰﻟﺇ ﻑﻮﻔﺼﻟﺍ ﻦﻣ ﺔﻋﻮﻤﺠﻣ ﺔﻤﺋﺎﻗ - ﻥﻮﺜﻳﺎﺑ
Python - ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﺔﻤﺋﺎﻘﻟ ﺔﻬﺑﺎﺸﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻊﻴﻤﺠﺗ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺔﻠﺛﺎﻤﻣ ﺢﻴﺗﺎﻔﻣ ﺔﻋﻮﻤﺠﻣ - ﻥﻮﺜﻳﺎﺑ
ﺱﻮﻣﺎﻘﻠﻟ ﺔﻬﺑﺎﺸﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺔﻤﺋﺎﻗ ﺔﻋﻮﻤﺠﻣ - ﻥﻮﺜﻳﺎﺑ
Python - ﺔﻤﺋﺎﻘﻟﺍ ﻢﻴﻗ ﻲﻓ ﺔﻳﺩﺮﻔﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺲﻴﻣﺍﻮﻗ ﻊﻴﻤﺠﺗ
Kth ﺱﺮﻬﻔﻟﺍ ﺮﺼﻨﻋ ﺔﻄﺳﺍﻮﺑ ﻑﻮﻔﺼﻟﺍ ﻊﻴﻤﺠﺗ - ﻥﻮﺜﻳﺎﺑ
ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﺔﻴﻄﻤﻨﻟ ﺔﻳﻮﻗ ﺓﺍﺩﺃ :ﺔﻣﺪﻘﺘﻤﻟﺍ Python ﻦﻴﻳﺰﺗ ﺕﺍﻭﺩﺃ
Pygame ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ Brick Breaker ﺔﺒﻌﻟ
PyQtﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻌﻤﺠﻤﻟﺍ ﺕﺎﻔﻠﻤﻟﺍ ﺔﻴﻤﺴﺗ ﺓﺩﺎﻋﻹ ﺓﺍﺩﺃ ﺊﺸﻧﺃ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻣﺎﻏﻭ ﺔﻴﻠﻋﺎﻔﺗ ﺏﺎﻌﻟﺃ ءﺎﻨﺑ
Flaskﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻐﺼﻤﻟﺍ ﺕﺎﻣﺪﺨﻟﺍ ءﺎﻨﺑ
Pythonﻭ Django ﻡﺍﺪﺨﺘﺳﺎﺑ RESTful ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ءﺎﻨﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺰﻛﺮﻣﻼﻟﺍ ﺕﺎﻘﻴﺒﻄﺘﻟﺍﻭ ﺔﻴﻛﺬﻟﺍ ﺩﻮﻘﻌﻟﺍ ءﺎﻨﺑ
ﻞﻣﺎﺷ ﻞﻴﻟﺩ :ﺓﺭﻭﺭﺎﻘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﺕﺎﻘﻴﺒﻄﺗ ءﺎﻨﺑ
Chatbot ﺓﺪﺣﻭ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ChatterBot
Chatbots ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻭ Rasa
Kivy ﻲﻓ Canvas ﻡﺍﺪﺨﺘﺳﺎﺑ (ﻱﻭﺎﻀﻴﺒﻟﺍ ﻞﺜﻣ) ﻱﺮﺋﺍﺩ ﺭﺯ
hishiryo Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻤﻟ ﻱﺮﺋﺍﺪﻟﺍ ﺭﻮﺼﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻱﻮﻗ ﻂﻤﻧ :ﻞﺼﻔﻟﺍ ﻊﻧﺎﺼﻣ
Python Scikit Learn ﻲﻓ ﺔﻗﺮﻔﺘﻣ ﺕﺍﺰﻴﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺼﻨﻟﺍ ﺕﺍﺪﻨﺘﺴﻤﻟﺍ ﻒﻴﻨﺼﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻒﻴﻈﻨﻟﺍ ﺺﻨﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻒﻴﻈﻨﺗ
Python - Pillow ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺮﺋﺍﺩ ﻭﺃ ﺔﻌﺑﺮﻣ ﺓﺮﻐﺼﻣ ﺓﺭﻮﺻ ءﺎﺸﻧﺈﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﻭﺍﺪﺘﻟﺍ ﺕﺎﻴﺠﻴﺗﺍﺮﺘﺳﺍ ءﺎﻨﺑﻭ ﺔﻴﻟﺎﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻴﻠﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﺤﻣ ﺐﻳﻭ ﺕﺎﺤﻔﺻ ﻕﻼﻏﺇ
Pygame ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻲﻓ Pong ﺔﺒﻌﻟ ءﺎﺸﻧﺇ
Seleniumﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺺﻨﻟﺍ ﺭﺍﻮﺠﺑ ﺭﺰﻟﺍ ﻕﻮﻓ ﺮﻘﻧﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﺁ ﻯﻮﺘﺤﻣﻭ ﺺﻧ ءﺎﺸﻧﺇ
PyQtﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﺘﻜﻤﻟﺍ ﺢﻄﺳ ﺕﺎﻘﻴﺒﻄﺗ ﺮﻳﻮﻄﺗ
Python OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺱﺎﻌﻨﻟﺍ ﻦﻋ ﻒﺸﻜﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺕﺎﺒﻠﻃ ﺓﺪﺣﻮﻟ ﺕﺍءﺎﻨﺜﺘﺳﻻﺍ ﺔﺠﻟﺎﻌﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ (GANs) ﺔﻳﺪﻴﻟﻮﺘﻟﺍ ﺔﻣﻮﺼﺨﻟﺍ ﺕﺎﻜﺒﺷ ﻑﺎﺸﻜﺘﺳﺍ
Python ﻲﻓ NetworkX ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺕﺎﻴﻣﺯﺭﺍﻮﺧ ﻑﺎﺸﻜﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻥﻭﺪﺑ ﺓﺭﻭﺭﺎﻘﻟﺍ ﻰﻟﺇ ﻝﻮﺧﺪﻟﺍ ﻞﻴﺠﺴﺗ
python ﻡﺍﺪﺨﺘﺳﺎﺑ Flask ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻠﻄﻟﺍ ﻡﻼﻌﺘﺳﺍ ﺕﺎﻤﻠﻌﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ C ﺔﻟﺍﺩ ءﺎﻋﺪﺘﺳﺍ ﺔﻴﻔﻴﻛ
PySpark Dataframe ﻲﻓ ﺩﻮﻤﻌﻟﺍ ﻉﻮﻧ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺐﻴﺗﺮﺘﻟﺍ ﻦﻋ ﺮﻈﻨﻟﺍ ﺾﻐﺑ JSON ﺕﺎﻨﺋﺎﻛ ﺔﻧﺭﺎﻘﻣ ﺔﻴﻔﻴﻛ
؟Pandas Compare ﻊﻣ Dataframe ﻦﻣ ﻦﻴﻨﺛﺍ ﺔﻧﺭﺎﻘﻣ ﺔﻴﻔﻴﻛ
؟PILﻭ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻂﻐﺿ ﺔﻴﻔﻴﻛ
؟ﻦﻴﺘﻨﻴﻌﻣ Numpy ﻦﻴﺘﻓﻮﻔﺼﻣ ﻦﻴﺑ ﻝﺩﺎﺒﺘﻤﻟﺍ ﻁﺎﺒﺗﺭﻻﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟Numpy ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﺘﺸﻤﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ MySQL ﻝﻭﺪﺟ ﺩﻮﻤﻋ ﻂﺳﻮﺘﻣ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺒﻄﻟﺍ ﻦﻴﻣﺄﺘﻟﺍ ﺭﺎﻌﺳﺄﺑ ﺆﺒﻨﺘﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺎﻄﻣﻷﺍ ﻝﻮﻄﻬﺑ ﺆﺒﻨﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ TensorFlow ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﻠﺠﻟﺍ ﻥﺎﻃﺮﺳ ﻦﻋ ﻒﺸﻜﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﻴﻧﺎﺘﻳﺎﺗ ءﺎﻀﻔﻟﺍ ﺔﻨﻴﻔﺳ ﻉﻭﺮﺸﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ (ﻦﻣﺍﺰﺘﻤﻟﺍ ﺏﺍﺮﻄﺿﻼﻟ ﻲﺋﺍﻮﺸﻌﻟﺍ ﺐﻳﺮﻘﺘﻟﺍ) SPSA ﺔﻴﻣﺯﺭﺍﻮﺧ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻲﺳﺎﻴﻘﻟﺍ ﺪﻴﺣﻮﺘﻟﺍ ﻮﻫ ﺎﻣ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ MySQL ﻝﻭﺪﺟ ﻲﻓ ﺓﺪﻤﻋﻷﺍ ﻢﻴﻗ ﻂﺑﺭ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺎﺳﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﺔﻠﺴﻠﺳ ﺔﻴﻔﻴﻛ
؟ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ NumPy ﻦﻴﺘﻓﻮﻔﺼﻣ ﻞﺴﻠﺴﺗ ﺔﻴﻔﻴﻛ
؟Flask API ﻊﻣ ReactJS ﻂﺑﺭ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﻂﺨﻟﺎﺑ Scatterplot ﻁﺎﻘﻧ ﻞﻴﺻﻮﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﻮﻤﺤﻤﻟﺍ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﺷﺎﺷ ﻉﻮﻄﺳ ﻲﻓ ﻢﻜﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺕﺎﻨﺋﺎﻜﻟﺍ ﺔﻤﺋﺎﻗ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﻊﻴﻤﺟ
؟NumPy ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﺱﻮﻣﺎﻗ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ DataFrame ﻒﺻ ﻰﻟﺇ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Dict ﻰﻟﺇ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ OrderedDict ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Python ﺔﻤﺋﺎﻗ ﻰﻟﺇ Pandas ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ CSV ﻒﻠﻣ ﻲﻓ ﺎﻬﻈﻔﺣﻭ NumPy ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﺓﺭﻮﺻ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺎﺑ ﻕﺎﺤﻟﻹﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Int ﻰﻟﺇ ﺕﺎﺘﻳﺎﺒﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺩﺪﻌﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﻰﻟﺇ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺍﺰﻴﻤﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
Matplotlib ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺎﻌًﻄﻗ ﻢﺳﺭﺍ
()Apply ﻡﺍﺪﺨﺘﺳﺎﺑ Pandas DataFrame ﻲﻓ ﺓﺩﺪﺤﻤﻟﺍ ﺓﺪﻤﻋﻷﺍ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
()applicationmap ﻡﺍﺪﺨﺘﺳﺎﺑ Pandas DataFrame ﻲﻓ ﺓﺩﺪﺤﻤﻟﺍ ﺓﺪﻤﻋﻷﺍ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
Pandas DataFrame ﻲﻓ ﺩﻮﻤﻌﻟ ﺔﻳﻮﺌﻤﻟﺍ ﺔﺒﺗﺮﻟﺍ
Pandas ﻲﻓ Groupby ﻦﺋﺎﻛ ﻲﻓ ﺔﻋﻮﻤﺠﻣ ﻞﻛ ﻢﺠﺣ ﻢﺳﺭﺍ
ﻉﺎﻄﺘﻗﺍ ﻥﻭﺪﺑ ﺔﻠﻣﺎﻛ Numpy ﺔﻓﻮﻔﺼﻣ ﺔﻋﺎﺒﻃ
Scipyﻭ Numpyﻭ Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻌﺑﺮﻣ ﺔﺟﻮﻣ ﻢﺳﺭ
GeoPandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻧﺎﻜﻤﻟﺍ ﺔﻴﻓﺍﺮﻐﺠﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﺳﺭ
؟PySpark DataFrame ﻦﻣ ﺎﻴًﺋﺍﻮﺸﻋ ﺎﻔًﺻ ﺬﺧﺄﺗ ﻒﻴﻛ
ﻥﻮﺜﻴﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻲﻓ ﻞﺻﻷﺍ ﺮﺼﻨﻌﻟﺍ ﺔﻘﻳﺮﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺴﻨﻛﺭﺎﺑ ﺽﺮﻤﺑ ﺆﺒﻨﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻲﻓ ﻞﻤﻌﻟﺍ ﻞﺳﻼﺳ - ﺖﻗﺆﻤﻟﺍ ﻑﺎﻘﻳﻹﺍ ﺔﻘﻳﺮﻃ
CherryPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺡﺮﻄﻟﺍﻭ ﻊﻤﺠﻟﺍ ﺕﺎﻴﻠﻤﻋ ءﺍﺮﺟﺇ
pygal ﻲﻓ ﻱﺮﺋﺍﺪﻟﺍ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ
Pipenv - ﻥﻮﺜﻳﺎﺑ ﻡﺰﺣ ﺓﺭﺍﺩﺇ ﺓﺍﺩﺃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ()Place_forget ﺔﻘﻳﺮﻃ
؟Pyspark DataFrame ﻰﻟﺇ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻮﻐﻧﺎﺟ ﻲﻓ JSON ﻰﻟﺇ ﺝﺫﺎﻤﻨﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
Tkinter ﻲﻓ()grid_infoﻭ()pack_infoﻭ()place_info ﻕﺮﻃ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ DateTime ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﻮﺌﻤﻟﺍ ﺐﺴﻨﻟﺍ ﻰﻟﺇ ﺭﻮﺴﻜﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟HTMLﻭ PDF ﻰﻟﺇ IPython ﺮﺗﺎﻓﺩ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﺔﻤﺋﺎﻗ ﻰﻟﺇ Pandas DataFrame ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻓﺍﺮﻐﺠﻟﺍ ﻊﻗﻮﻤﻟﺍ ﺪﻳﺪﺤﺗ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﺮﻨﻟﺍ ﻲﻣﺭ ﺓﺎﻛﺎﺤﻣ
؟ﻥﻮﺜﻳﺎﺑ ﺔﻋﻮﻤﺠﻣ ﻲﻓ ﺮﺼﻨﻋ ﻥﺍﻮﻨﻋ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺏﻮﻴﺗﻮﻳ ﻮﻳﺪﻴﻓ ﻞﻴﻐﺸﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ mplfinance ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺍﺪﻌﻤﺸﻟﺍ ﻂﻄﺨﻣ ﻢﺳﺭ
Plotlyﻭ Python Dash ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺤﻟﺍ ﺔﻴﻧﺎﻴﺒﻟﺍ ﻡﻮﺳﺮﻟﺍ ﻢﺳﺭ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﺎﺤﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﻮﺼﻟﺍ ﺓﺪﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Deque ﻦﻣ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻣﻮﻴﻟﺍ ﺭﺎﺒﺧﻷﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﺱﺮﻬﻔﻟﺍ/ﻑﻮﻔﺼﻟﺍ ءﺎﻤﺳﺃ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻘﻴﻘﺤﻟﺍ ﺖﻗﻮﻟﺍ ﻲﻓ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺭﺎﻤﺜﺘﺳﻻﺍ ﻖﻳﺩﺎﻨﺻ ﺕﺎﻣﻮﻠﻌﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ
؟PySpark ﻲﻓ dataframe ﺩﻮﻤﻋ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺍﺪﺤﻧﻻﺍ ﻲﻓ ﺓﺩﺪﻌﺘﻤﻟﺍ ﺔﻴﻄﺨﻟﺍ ﺔﻗﻼﻌﻟﺍ ﺔﺠﻟﺎﻌﻣﻭ ﻑﺎﺸﺘﻛﺍ
؟PyGame ﻲﻓ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﺣﻮﻟ ﻝﺎﺧﺩﺇ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻲﻨﻣﺰﻟﺍ ﻊﺑﺎﻄﻟﺍ ﻰﻟﺇ NumPy datetime64 ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟JSON ﻰﻟﺇ Ordereddict ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﺔﻠﺴﻠﺳ ﻰﻟﺇ Pandas DataFrame ﺓﺪﻤﻋﺃ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ SQL ﻰﻟﺇ Pandas DataFrame ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Pygame Surface ﺓﺭﻮﺻ ﻰﻟﺇ PIL ﺓﺭﻮﺻ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻊﻗﻮﻣ ﺮﻴﻏ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ ﻊﻗﻮﻤﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Pypyodbc ﻡﺍﺪﺨﺘﺳﺎﺑ Pandas Dataframe ﻰﻟﺇ SQL ﻡﻼﻌﺘﺳﺍ ﺞﺋﺎﺘﻧ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Pandas DataFrame ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟()Pandas Stack ﻡﺍﺪﺨﺘﺳﺎﺑ Tidy Dataframe ﻰﻟﺇ ﻊﺳﺍﻮﻟﺍ Dataframe ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟NumPy ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺓﺪﻳﺮﻔﻟﺍ ﻢﻴﻘﻟﺍ ﺭﺍﺮﻜﺗ ﺐﺴﺤﻧ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ CSV ﻒﻠﻣ ﻲﻓ ﺮﻄﺳﻷﺍ ﺩﺪﻋ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﻌﻣ SQLite ﻝﻭﺪﺟ ﻑﻮﻔﺻ ﺩﺪﻋ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﻞﺧﺍﺩ ﺓﺪﻳﺮﻔﻟﺍ ﻢﻴﻘﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻮﻐﻧﺎﺟ ﻲﻓ MVT ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺳﺎﺳﺃ ﻉﻭﺮﺸﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟PyBrain ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ASCII ﻑﺮﺣﻸﻟ ﺔﻤﻴﻗ ﻰﻧﺩﺃﻭ ﻰﻠﻋﺃ ﺕﺍﺫ ﺔﻠﻤﺠﻟﺍ ﻦﻣ ﺕﺎﻤﻠﻜﻟﺍ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺎﺸﻨﻤﻟﺍ ﻦﺳ ﺔﺟﻮﻣ ﻢﺳﺭ
؟ﻒﻴﻨﺼﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺔﻗﺩ ﺓﺩﺎﻳﺯ ﺔﻴﻔﻴﻛ
Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻔﻴﻄﻟﺍ ﺔﻓﺎﺜﻜﻟﺍ ﻢﺳﺭ
Matplotlibﻭ Seaborn ﻡﺍﺪﺨﺘﺳﺎﺑ IRIS ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻤﻟ ﻲﻧﺎﻴﺑ ﻢﺳﺭ
folium ﺔﻣﺰﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ Google ﻂﺋﺍﺮﺧ ﻰﻠﻋ ICMR ﻦﻣ ﺓﺪﻤﺘﻌﻤﻟﺍ ﺭﺎﺒﺘﺧﻻﺍ ﺰﻛﺍﺮﻣ ﻢﺳﺭ
Matplotlib ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺐﻴﺠﻟﺍ ﻰﻨﺤﻨﻣ ﺖﺤﺗ ﺔﻴﺋﺍﻮﺸﻋ ﻁﺎﻘﻧ ﻢﺳﺭ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻳﻮﻧﺎﺜﻟﺍﻭ ﺔﻴﺋﺍﺪﺘﺑﻻﺍ ﻪﺟﻮﻣ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻧﻮﻜﻤﻟﺍ ﻞﻴﻠﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﺐﻗﺍﻮﻋ ﺔﻓﺎﻛ ﺔﻋﺎﺒﻃ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺍﺪﻠﺒﻟﺍ ﻒﻠﺘﺨﻣ ﻲﻓ ﺎﻧﻭﺭﻮﻛ ﺱﻭﺮﻴﻓ ﻮﻤﻧ ﻰﻨﺤﻨﻣ ﻢﺳﺭ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﻭﺮﻤﻟﺍ ﺕﺎﻤﻠﻛ ﺮﻴﻔﺸﺗﻭ ءﺎﻔﺧﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻟﺎﻌﻟﺍ ﺐﻴﺗﺮﺘﻟﺍ ﻒﺋﺎﻇﻭ
Matplotlibﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻧﺎﻴﺒﻟﺍ ﻡﻮﺳﺮﻟﺍ ﻰﻠﻋ ﺔﻔﻠﺘﺨﻣ ﺕﺍﻮﺻﺃ ﻢﺳﺭ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Pygal ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﻟﺎﻌﻟﺍ ﺔﻄﻳﺮﺧ ﻢﺳﺭ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Instagram ﻰﻠﻋ ﺎﻴًﺋﺎﻘﻠﺗ ﺓﺭﻮﺻ ﺮﺸﻧﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tensorflow ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﻮﻗﻮﻟﺍ ﻙﻼﻬﺘﺳﺍ ﺓءﺎﻔﻜﺑ ﺆﺒﻨﺘﻟﺍ
ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺬﻴﺒﻨﻟﺍ ﻉﻮﻨﺑ ﺆﺒﻨﺘﻟﺍ
.(NLP) ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﺝﺫﺎﻤﻧ ﻲﻓ Glove ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻘًﺒﺴﻣ ﺏﺭﺪﻤﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﻦﻴ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﻴﻤﺟ ﺔﻄﺒﺗﺮﻣ ﺔﻤﺋﺎﻗ ﺔﻋﺎﺒﻃ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﺩﺎﺨﻟﺍ ﻰﻠﻋ ﻻ ﻡﺃ ﺓﺩﺪﺤﻤﻟﺍ ﺔﺤﻔﺼﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﻢﺗ ﺍﺫﺇ ﺎﻣ ﺮﺒﺘﺧﺍ
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Python PySpark ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻴﺒﻜﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺔﺠﻟﺎﻌﻣ
PySpark – ﻦﻳﺩﻮﻤﻋ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻦﻣ ﺱﻮﻣﺎﻗ ءﺎﺸﻧﺇ
()sampleﻭ()PySpark RandomSplit ﻕﺮﻃ
Python Django: ﺔﻗﺩﺎﺼﻣ Google ﺔﻳﺍﺪﺒﻟﺍ ﻦﻣ ﻲﻧﻭﺮﺘﻜﻟﻹﺍ ﺪﻳﺮﺒﻟﺍ ﻞﺋﺎﺳﺭ ﺐﻠﺟﻭ
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Python PyGame ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺤﻳﺮﺸﻟﺍ ﺰﻐﻟ
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Telnet ﻥﺍﻮﻨﻋ ﻊﻣ IP ﻲﻓ ﺬﻔﻨﻣﻭ Python
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ﻥﻮﺜﻴﺑ ﻲﻓ ﻝﺎﺧﺩﻹﺍ ﻊﻣ ﺔﺌﻓ ﻡﺍﺪﺨﺘﺳﺍ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍﻭ ﺐﻳﻮﻟﺍ ﻒﻳﺮﺠﺗ ﺕﺎﻴﻨﻘﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺖﻧﺮﺘﻧﻹﺍ ﺔﻜﺒﺷ ﻰﻠﻋ ﺔﻴﻟﺎﻤﻟﺍ ﺭﺎﺒﺧﻷﺍ ﻒﻳﺮﺠﺗ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻠﻋﺎﻔﺘﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺘﻟ Plotly ﻡﺍﺪﺨﺘﺳﺍ
ﺱﺎﻜﻌﻧﻻﺍﻭ ﺔﻴﻜﻴﻣﺎﻨﻳﺪﻟﺍ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ءﺎﺸﻧﺇ :ﺔﻣﺪﻘﺘﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺑ
CAPTCHA ﺕﺍﺭﺎﺒﺘﺧﺍﻭ ﻁﺎﺒﺗﺭﻻﺍ ﻒﻳﺮﻌﺗ ﺕﺎﻔﻠﻣﻭ ﺖﺒﻳﺮﻜﺳ ﺎﻓﺎﺟ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ :ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ
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؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﻮﺌﻔﻟﺍ ﺕﺍﺮﻴﻐﺘﻤﻠﻟ ﺓﺩﻮﻘﻔﻤﻟﺍ ﻢﻴﻘﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
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؟Matplotlib ﻲﻓ ﺔﺋﺰﺠﺘﻟﺍ ﺕﺎﻴﻤﺴﺗ ﻭﺃ ﺔﻴﺼﻨﻟﺍ ﺔﺋﺰﺠﺘﻟﺍ ﺕﺎﻣﻼﻋ ءﺎﻔﺧﺇ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ ﻪﺟﻭﻷﺍ ﻊﻣ Plotly Express Figure ﻲﻓ ﺭﻭﺎﺤﻤﻟﺍ ﻦﻳﻭﺎﻨﻋ ءﺎﻔﺧﺇ ﺔﻴﻔﻴﻛ
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؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﺟﺮﻣ ﻲﺋﺍﻮﺸﻋ ﺭﺎﻴﺘﺧﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟Python-Plotly ﻲﻓ ﺔﻴﻄﻳﺮﺸﻟﺍ ﺕﺎﻄﻄﺨﻤﻟﺍ ﻊﻴﻤﺠﺗ ﺔﻴﻔﻴﻛ
؟Python Pandas ﻲﻓ ﺔﻴﻨﻣﺰﻟﺍ ﺕﺍﺮﺘﻔﻟﺍ ﺐﺴﺣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻴﻤﺠﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺪﺋﺎﻌﻟﺍ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻔﻠﺘﺨﻣ ﻡﺎﺠﺣﺄﺑ ﻢﺋﺍﻮﻗ ﻂﻐﺿ
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ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﺝﺍﻭﺯﻷﺍ ﺞﺘﻨﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﺮﻬﻔﻟﺍ ﺔﻤﺋﺎﻗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺻﺎﻨﻌﻟﺍ ﺞﺘﻨﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ i^k ﺞﺘﻨﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﻦﻣ ﻦﻴﻨﺛﻻ ﺞﺘﻨﻣ
Python - ﻦﻳﻭﺎﻨﻋ ﺮﻴﺼﻘﺗ ﺓﺍﺩﺃ URL ﻡﺍﺪﺨﺘﺳﺎﺑ Tinyurl API
ﺔﺤﻟﺎﺼﻟﺍ ﺕﺎﻗﺎﻄﻨﻟﺍ ﺞﺘﻨﻣ - ﻥﻮﺜﻳﺎﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺡﺎﺘﻔﻤﻟﺍ ﺔﻤﻴﻗ ﻊﻤﺟ - ﻥﻮﺜﻳﺎﺑ
Python - ﻲﻓ ﺎﻫﺅﺎﺸﻧﺇ ﻢﺗ ﻲﺘﻟﺍ ﺔﻴﻧﺎﻴﺒﻟﺍ ﻡﻮﺳﺮﻟﺍ ﺭﻮﺼﺗ NetworkX ﻡﺍﺪﺨﺘﺳﺎﺑ Matplotlib
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﻢﻴﻘﻟﺍ ﺔﻤﺋﺎﻗ ﺚﻳﺪﺤﺗ - ﻥﻮﺜﻳﺎﺑ
؟Python 3 ﺓﺪﺣﻭ ﺓﺩﺎﺳﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﺠﺤﻟﺍ ﺲﻔﻨﺑ ﺭﻮﺼﻟﺍ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﺑﺎﺳ ﻞﻤﻋ ﻡﻮﻳ ﺮﺧﺁ ﻰﻠﻋ ﻞﺼﺣﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻳﺮﺧﺁ ﻦﻴﺨﻳﺭﺎﺗ ﻦﻴﺑ k ﺔﻴﺋﺍﻮﺸﻋ ﺦﻳﺭﺍﻮﺗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺪﻳﺮﻓ ﺮﺻﺎﻨﻋ ﻊﻣ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﻦﻣ ﺔﺒﺗﺮﻣ ﺔﻤﺋﺎﻗ ﻰﻠﻋ ﻝﻮ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﻲﻟﺎﺘﻟﺍ ﺡﺎﺘﻔﻤﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟PyTorch ﻲﻓ DataLoader ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Python 3 ﻲﻓ ﺱﻮﻣﺎﻗ ﺡﺎﺘﻔﻤﻛ ﺔﻤﺋﺎﻘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ 1=ﺭﻮﺤﻤﻟﺍﻭ 0=ﺭﻮﺤﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ cbind ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﻊﻣ "ﺔﻘﺑﺎﻄﺘﻤﻟﺍ ﺮﻴﻏ" ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﻌﻣ ﺩﻮﻤﻋ ﺐﺴﺣ CSV ﻦﻴﻔﻠﻣ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ HTML ﻞﻳﺪﻌﺗ ﺔﻴﻔﻴﻛ
؟ﺱﺮﻬﻔﻟﺍ ﻲﻓ ﺍﺪﻧﺎﺒﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺍﺭﺎﻃﺇ ﻦﻣ ﻦﻴﻨﺛﺍ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﺩﻮﺟﻮﻤﻟﺍ ﻞﻜﺸﻟﺍ ﻞﻴﺜﻣ ﻞﻳﺪﻌﺗ ﺔﻴﻔﻴﻛ
؟1ﻭ 0 ﻦﻴﺑ ﻂﺒﻀﻟﺎﺑ ﻢﻴﻘﻟﺍ ﺡﻭﺍﺮﺘﺗ ﺚﻴﺤﺑ NumPy ﺔﻓﻮﻔﺼﻣ ﻊﻴﺒﻄﺗ ﻦﻜﻤﻳ ﻒﻴﻛ
؟ﺐﻳﻮﻟﺍ ﻒﻳﺮﺠﺗ ءﺎﻨﺛﺃ ﻚﻴﻠﻋ ﺾﺒﻘﻟﺍ ﻢﺘﻳ ﻻ ﻒﻴﻛ
؟PIL ﻲﻓ URL ﻥﺍﻮﻨﻋ ﻦﻣ ﺓﺭﻮﺻ ﺢﺘﻓ ﺔﻴﻔﻴﻛ
ﺔﺒﻗﺍﺮﻤﻟﺍﻭ ﻢﻜﺤﺘﻟﺍ ﺓﺰﻬﺟﺃ :ءﺎﻴﺷﻷﺍ ﺖﻧﺮﺘﻧﺇ ﺕﺎﻘﻴﺒﻄﺘﻟ ﻥﻮﺜﻳﺎﺑ
ROS ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻬﻴﻓ ﻢﻜﺤﺘﻟﺍﻭ ﺕﺎﺗﻮﺑﻭﺮﻟﺍ ءﺎﻨﺑ :ﺕﺎﺗﻮﺑﻭﺮﻠﻟ ﻥﻮﺜﻳﺎﺑ
ﺫﻭﺬﺸﻟﺍ ﻑﺎﺸﺘﻛﺍﻭ ﺆﺒﻨﺘﻟﺍ :ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻞﻴﻠﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ
؟ﺓﺮﻴﺒﻜﻟﺍ ﻑﺮﺣﻷﺍ ﺩﺪﻌﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﺔﻴﻠﻌﻔﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﺕﺍﺭﻭﺪﻟﺍ ﺩﺪﻌﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻝﻭﺍﺪﺘﻤﻟﺍ ﻂﺳﻮﺘﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻨﻣﺯ ﺔﻠﺴﻠﺳ ﻂﻄﺨﻣ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ Seaborn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻁﺎﻘﻧ ﻡﺍﺪﺨﺘﺳﺎﺑ Boxplots ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﺏﺎﺠﻋﻹﺍ ﻡﺪﻋﻭ ﺕﺎﺑﺎﺠﻋﻹﺍ ﺩﺪﻋ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻣ ﻕﺎﻄﻧ ﻲﻓ ﺔﺒﻟﺎﺴﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻊﻴﻤﺟ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻣ ﻕﺎﻄﻧ ﻲﻓ ﺔﺒﺟﻮﻤﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻊﻴﻤﺟ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻨﻴﻌﻣ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻳﻮﻘﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻊﻴﻤﺟ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﺭﺎﺒﺘﺧﺍ ﻞﻴﻐﺸﺗ ءﺍﺩﺃ
ﻞﺻﺍﻮﻔﺑ ﺔﻟﻮﺼﻔﻣ ﺔﻠﺴﻠﺳ ﻝﺎﺧﺩﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Dispatch Decorator ﻦﻋ ﺔﻟﺎﻘﻣ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﻌﻣ ﺮﻬﺸﻟ ﺦﻳﺭﺍﻮﺘﻟﺍ ﺔﻓﺎﻛ ﺽﺮﻋ
Python ﻲﻓ Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻣ ﺔﻨﺳ ﻦﻣ ﺪﺣﻷﺍ ﻡﺎﻳﺃ ﻊﻴﻤﺟ ﺽﺮﻋ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻓﺮﻄﻟﺍ ﺔﻄﺤﻤﻟﺍ ﻰﻠﻋ ﺭﻮﺼﻟﺍ ﺽﺮﻋ
Fortran ﺐﻴﺗﺮﺘﺑ NumPy ﺔﻓﻮﻔﺼﻣ ﺽﺮﻋ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﻳﻮﻌﺘﻛ ﻲﻤﻠﻌﻟﺍ ﻦﻳﻭﺪﺘﻟﺍ ﺽﺮﻋ
Heatmap ﺏﻮﻠﺳﺄﺑ Pandas DataFrame ﺽﺮﻋ
ﻝﻭﺪﺠﻟﺍ ﻂﻤﻧ ﻲﻓ Pandas DataFrame ﺽﺮﻋ
ﺔﻠﺜﻣﻷﺍ ﻊﻣ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺽﺮﻤﻟﺎﺑ ﺆﺒﻨﺘﻟﺍ
؟Google Colab ﻰﻠﻋ Flask ﻖﻴﺒﻄﺗ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
ﻒﻴﻨﺼﺘﻟﺍ ﺱﺎﺳﺃ ﻰﻠﻋ ﺞﺘﻨﻤﻟﺍ ﺔﻴﺻﻮﺗ ﻡﺎﻈﻧ ﻢﻴﻤﺼﺗ
؟ﻥﻮﺜﻴﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻜﺒﺸﻟﺍ ﺚﺤﺑ ءﺍﺮﺟﺇ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ءﺍﺩﺃ ﻦﻴﺴﺤﺘﻟ ﻦﺧﺎﺳ ﺪﺣﺍﻭ ﺰﻴﻣﺮﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﻤﻌﻠﻟ ﺔﻴﻟﺎﺘﻟﺍ ءﺍﺮﺸﻟﺍ ﺔﻴﻠﻤﻋ ﻊﻗﻮﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﺑﺎﻗﺮﻠﻟ ﻊﺿﺎﺨﻟﺍ ﺮﻴﻏ ﻲﺴﻜﻌﻟﺍ ﺭﺎﺸﺘﻧﻻﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻗ ﻦﻣ ﺔﻌﺑﺮﻤﻟﺍ ﺱﺍﻮﻗﻷﺍ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tuples ﺔﻤﺋﺎﻗ ﻂﻐﺿ ﻚﻓ ﺔﻴﻔﻴﻛ
Python - ﻯﺮﺧﺃ ﺔﻴﻋﺮﻓ ﺔﻤﺋﺎﻗ ﻲﻓ ﺓﺩﻮﺟﻮﻤﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﺔﻟﺍﺯﺇ
ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﺱﻮﻣﺎﻘﻟﺍ ﺔﻟﺍﺯﺇ - ﻥﻮﺜﻳﺎﺑ
Python - ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺓﺭﺮﻜﻤﻟﺍ ﺕﺍءﻼﻣﻹﺍ ﺔﻟﺍﺯﺇ
ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺎﻬﻴﻓ ﺏﻮﻏﺮﻤﻟﺍ ﺮﻴﻏ ﻑﺮﺣﻷﺍ ﺔﻟﺍﺯﺇ - ﻥﻮﺜﻳﺎﺑ
ﺏﺮﻀﻟﺍﻭ ﺭﺍﺮﻜﺘﻟﺍ ﺔﻤﺋﺎﻗ ﻖﺤﻠﻣ - ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺓﺪﻳﺮﻓ ﺝﺍﻭﺯﺃ - ﻥﻮﺜﻳﺎﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺓﺪﻳﺮﻔﻟﺍ ﻢﻴﻘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
Tuple ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﻎﻳﺮﻔﺗ - ﻥﻮﺜﻳﺎﺑ
ﺊﻃﺎﺨﻟﺍ ﺮﺼﻨﻌﻟﺍ ﻰﺘﺣ ﻢﻴﻘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﻦﻣ ﺕﺎﻓﺎﺴﻤﻟﺍ ﺔﻟﺍﺯﺇ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺔﻤﺋﺎﻗ ﺔﻟﺍﺯﺈﺑ ﻢﻗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟﺍ ﺔﻳﺎﻬﻧ ﻦﻣ ﺓﺩﺪﺤﻤﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺔﻟﺍﺯﺈﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺳ ﻦﻣ ﺔﻴﻟﻭﻷﺍ ﺔﻤﻠﻜﻟﺍ ﺔﻟﺍﺯﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﺘﻠﺴﻠﺴﻟ ﺩﺎﺤﺗﻻﺍ ﺔﻴﻠﻤﻋ
ﻂﻘﻓ ﻑﺮﺣﺃ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻨﻴﻌﻣ ﺔﻠﺴﻠﺳ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﻕﺮﻃ
ﺩﺎﻌﺑﻷﺍ ﺓﺩﺪﻌﺘﻣ Numpy ﺔﻋﻮﻤﺠﻣ ﻦﻣ ﺔﻔﻠﺘﺨﻣ ﺓﺪﻤﻋﺃ ﻰﻟﺇ ﻝﻮﺻﻮﻠﻟ ﺞﻣﺎﻧﺮﺑ
ﺔﻨﺳ ﺓﺪﻤﻟ ﺔﻣﺎﻴﻘﻟﺍ ﻡﻮﻳ ﺏﺎﺴﺤﻟ ﺞﻣﺎﻧﺮﺑ
K ﻢﻴﻘﺑ ﻦﻴﺘﻤﺋﺎﻗ ﻦﻣ ﺎﺳًﻮﻣﺎﻗ ﺽﺮﻌﻳ ﻱﺬﻟﺍ Python ﺞﻣﺎﻧﺮﺑ
ﻞﻴﻤﻌﻟﺍ ﻦﻣ ﻞﺋﺎﺳﺮﻟﺍ ﻞﺒﻘﺘﺴﻳﻭ ﻞﺳﺮﻳ ﻱﺬﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﻴﻧﺎﻤﺛ ﻦﻴﻤﻗﺭ ﺔﻓﺎﺿﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻢﺋﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﺮﺻﺎﻨﻋ ﻰﻠﻋ itertools.product ﻖﻴﺒﻄﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺌﻓ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻤﻴﻠﻌﺘﻟﺍ ﺕﺎﻗﺎﻄﺒﻟﺍ ءﺎﻨﺒﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺏﺎﻌﻟﻷﺍ ﺮﻳﻮﻄﺘﻟ pyglet ﺔﺒﺘﻜﻣ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
؟Seaborn ﻲﻓ ﺓﺮﻓﻮﺘﻤﻟﺍ ﺔﻔﻠﺘﺨﻤﻟﺍ ﻲﺿﺍﺭﻷﺍ ﻊﻄﻗ ﻲﻫ ﺎﻣ
؟ﻥﺭﻮﺒﻴﺳ ﻲﻓ ﺔﻔﻠﺘﺨﻤﻟﺍ ﻞﻜﺸﻟﺍ ﻁﺎﻤﻧﺃ ﻲﻫ ﺎﻣ
ﻻ ﻡﺃ ﻲﻤﺠﻌﻣ ﺐﻴﺗﺮﺘﺑ ﺔﻠﺴﻠﺴﻟﺍ ﺮﺻﺎﻨﻋ ﻊﻴﻤﺟ ﻑﺮﺣﺃ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺎﻤﻛ ﺐﻴﺗﺮﺘﻟﺍ ﺲﻔﻨﺑ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟Seaborn ﺓﺮﻣﺍﺆﻣ ﻰﻟﺇ ﺔﻴﺿﺍﺮﺘﻓﻻﺍ matplotlib ﺓﺮﻣﺍﺆﻣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
ﺔﻠﺴﻠﺳ ﻦﻣ ﺔﻴﺑﺎﺴﺤﻟﺍ ﺕﺎﻴﻠﻤﻌﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ ﻦﻴﺴﺤﺗ ﻰﻠﻋ ﻞﻤﻌﺗ ﻒﻴﻛﻭ ،Seaborn ﻲﻓ ﻞﻜﺸﻟﺍ ﺕﺎﻴﻟﺎﻤﺟ ﻦﻣ ﺽﺮﻐﻟﺍ ﻮﻫ ﺎﻣ
ﺔﻠﺴﻠﺳ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﻊﻴﻤﺟ ﻂﺑﺮﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﺕﺍﺮﻣﺍﺆﻤﻟﺍ ءﺎﺸﻧﻹ Seaborn ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﻢﺘﻳ ﻒﻴﻛ
؟Seaborn ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﻮﻘﻔﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻠﺴﻠﺴﻠﻟ Kth ﺱﺮﻬﻓ ﺕﺎﻤﻠﻛ ﺔﻠﺴﻠﺴﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺪﺣﺍﻭ ﺔﻤﻴﻗ ﻲﻓ ﻦﻴﺘﺤﻴﺤﺻ ﻦﻴﺘﻤﻴﻗ ﻂﺑﺮﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﻲﺗﺎﻧﺎﻴﺑ ﻦﻣ ﺔﻨﻴﻌﻣ ﺓﺪﻤﻋﺃ ﻭﺃ ﻑﻮﻔﺻ ﺪﻳﺪﺤﺗﻭ ﺔﻴﻔﺼﺘﻟ Seaborn ﻡﺍﺪﺨﺘﺳﺍ ﻢﺘﻳ ﻒﻴﻛ
؟ﺮﺜﻛﺃ ﻭﺃ ﺪﺣﺍﻭ ﺩﻮﻤﻋ ﺐﺴﺣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻴﻤﺠﺘﻟ Seaborn ﻡﺍﺪﺨﺘﺳﺍ ﻢﺘﻳ ﻒﻴﻛ
؟ﻱﺭﺎﻴﻌﻤﻟﺍ ﻭﺃ ﻂﺳﻮﺘﻤﻟﺍ ﻑﺍﺮﺤﻧﻻﺍ ﻞﺜﻣ ،ﺕﺎﻧﺎﻴﺒﻟﺍ ﻰﻠﻋ ﺔﻴﺑﺎﺴﺤﻟﺍ ﺕﺎﻴﻠﻤﻌﻟﺍ ءﺍﺮﺟﻹ Seaborn
؟ﺮﺤﺒﻟﺍ ﻲﻓ ﺾﻴﺑﻷﺍ ﻞﻜﺸﻟﺍ ﻂﻤﻧ ﻦﻣ ﺽﺮﻐﻟﺍ ﻮﻫ ﺎﻣ
ﻥﻮﺜﻳﺎﺑ ﺲﻴﻣﺍﻮﻗ ﻦﻴﺑ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
؟Seaborn ﻲﻓ Darkgrid ﻰﻟﺇ ﻞﻜﺸﻟﺍ ﻂﻤﻧ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻓ Whitegrid ﻰﻟﺇ ﻞﻜﺸﻟﺍ ﻂﻤﻧ ﻞﻳﻮﺤﺗ ﺔﻘﻳﺮﻃ ﻲﻫ ﺎﻣ
؟Dark in Seaborn ﻰﻟﺇ ﻞﻜﺸﻟﺍ ﻂﻤﻧ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻓ ﺩﺍﺮﻘﻟﺍ ﻰﻟﺇ ﻞﻜﺸﻟﺍ ﻂﻤﻧ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
regex ﺔﻤﺋﺎﻗ ﻊﻣ ﻖﺑﺎﻄﺘﺗ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ CMYKﻭ CMY ﻥﺍﻮﻟﻷﺍ ﺝﺫﺎﻤﻧ
؟ﻥﺭﻮﺒﻴﺳ ﻲﻓ ﺽﺭﻷﺍ ﺔﻌﻄﻗ ﻦﻣ ﻱﺮﻘﻔﻟﺍ ﺩﻮﻤﻌﻟﺍ ﺭﻭﺎﺤﻣ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
؟Seaborn ﻲﻓ ﺽﺭﻷﺍ ﺔﻌﻄﻗ ﻢﺠﺣ ﻝﺪﻌﻧ ﻒﻴﻛ
PyTorch ﻲﻓ Tensor ﺽﺮﻋ ﺔﻘﻳﺮﻃ ﺮﻴﻴﻐﺘﺑ ﻢﻗ
Pandas DataFrame ﻲﻓ ﺔﻨﻴﻌﻣ ﺔﻠﺴﻠﺴﺑ ﻲﻬﺘﻨﻳ/ﺃﺪﺒﻳ ﺩﻮﻤﻌﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Pdf ﻒﻠﻣ ﻲﻓ ﺔﻠﺴﻠﺳ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺃﺪﺑ ﺪﻗ ﻂﻴﺨﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ LRU ﺖﻗﺆﻤﻟﺍ ﻦﻳﺰﺨﺘﻟﺍ ﺓﺮﻛﺍﺫ ﺢﺴﻣ
ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺔﻳﺩﻮﻘﻨﻌﻟﺍ ﺕﺎﻨﻴﻌﻟﺍ ﺬﺧﺃ
Pillow ﻭ TensorFlow ﻭ Keras ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺭﻮﺼﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺔﺠﻟﺎﻌﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ Excel ﻲﻓ ﺔﻤﻴﻘﻟﺍ ﺮﻴﻴﻐﺗ
CLAHE – OpenCV ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺔﻟﺩﺎﻌﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﺕﺎﻤﻠﻜﻟﺍ ﻝﺍﻮﻃﺃ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
kv. ﻒﻠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ Python Kivy ﻲﻓ ﺭﺍﺭﺯﻷﺍ ﻊﻣ ﻞﻤﻌﻟﺍ
ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺖﻗﻮﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﻊﻣ ﻞﻤﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﺓﺩﺎﺳﻭ ﻲﻓ ﺓﺭﻮﺼﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻉﻮﻧ ﻊﻣ ﻞﻤﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ NSE ﺕﺍﻭﺩﺃ ﺓﺪﺣﻭ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Plotly-online ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Psycopg2 ﺓﺪﺣﻭ ﻰﻟﺇ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻱﺩﺪﻌﻟﺍ ﻞﻣﺎﻜﺘﻠﻟ ﻥﻮﺴﺒﻤﻴﺳ ﺓﺪﻋﺎﻗ ﺔﺟﺬﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺖﺑﺎﺜﻟﺍ ﻖﻓﺪﺘﻟﺍ ﺔﻗﺎﻃ ﺔﻟﺩﺎﻌﻣ ﺔﺟﺬﻤﻧ
Pyspark ﻲﻓ Dropna ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ XML ﻰﻟﺇ ﻢﺋﺍﻮﻘﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟JSON ﻰﻟﺇ Scrapy ﺮﺻﺎﻨﻋ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Pandas Dataframe ﻰﻟﺇ Sklearn ﺕﺎﻧﺎﻴﺑ ﺔﻋﻮﻤﺠﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Pandas ﻲﻓ ﺎﻴًﺋﺎﻘﻠﺗ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻉﺍﻮﻧﺃ ﻞﻀﻓﺃ ﻰﻟﺇ ﻞﻳﻮﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﻈﻨﻣ ﺕﺎﻧﺎﻴﺑ ﻰﻟﺇ ﺔﻤﻈﻨﻤﻟﺍ ﺮﻴﻏ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﺩﺎﻌﺑﻷﺍ ﻲﺛﻼﺛ Pytorch ﺮﺗﻮﻣ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﻰﻟﺇ ﺢﻴﺤﺻ ﻞﻜﺸﺑ ﻝﻮﺻﻮﻟﺍ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﺩﻮﻤﻋ ﻲﻓ ﺓﺩﺪﺤﻤﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺕﺍﺫ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﺼﻔﻟﺍ ﺕﻼﻴﺜﻣ ﺩﺪﻋ ﺐﺴﺤﻧ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﻴﻤﺟ ﺮﻣﺍﻭﺃ ﺮﻄﺳ ﺕﺎﻬﺟﺍﻭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Pandas Dataframe ﻲﻓ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟Pandas Groupby ﻦﺋﺎﻛ ﻲﻓ ﺓﺪﻳﺮﻔﻟﺍ ﻢﻴﻘﻟﺍ ﺏﺎﺴﺣ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻴﺑ ﻲﻓ ﻥﻮﺳﺍﻮﺑ ﺔﻴﻟﺎﻤﺘﺣﺍ ﺔﻟﺍﺩ ﺓﺮﻣﺍﺆﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﺓﺩﺪﻌﺘﻣ ﻢﺋﺍﻮﻗ ﻦﻣ PySpark Dataframe ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻝﺎﻌﻓ ﻞﻜﺸﺑ ﺩﻮﻜﻟﺍ ﺐﺘﻜﺗ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ COVID19 ﺕﺎﻧﺎﻴﺑ ﻞﻴﺜﻤﺘﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ Date ﻰﻟﺇ Datetime ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ WiFi ﻞﻴﺻﻮﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺎﻜﻣ ﻱﺃ ﻦﻣ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺯﺎﻬﺟ ﻲﻓ ﻢﻜﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟Tensor ﻰﻟﺇ Numpy ﻒﻴﻔﺻ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
Errbot ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻲﻓ ﻂﻴﺴﺑ Chatbot ءﺎﻨﺒﺑ ﻢﻗ
PyAutoGUI ﺔﺒﺘﻜﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻲﻓ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺕﻼﻋﺎﻔﺗ ﺔﺘﻤﺗﺃ
Python ﻲﻓ Arcade ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺞﻠﺜﻟﺍ ﺮﻴﺛﺄﺗ ءﺎﺸﻧﺇ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻄﻴﺴﺒﻟﺍ ﺕﺍﺭﺍﺬﻧﻹﺍ ﺔﻟﻭﺪﺟ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺱﻭﺎﻤﻟﺍ ﺕﺎﻛﺮﺣ ﺓﺎﻛﺎﺤﻣ ﺔﻴﻔﻴﻛ
؟Ordereddict ﻰﻟﺇ JSON ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Pandas DataFrame ﻲﻓ Datetime ﻰﻟﺇ Float ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻛﺍﺬﻟﺍ ﻲﻓ ﺓﺩﻮﺟﻮﻤﻟﺍ SQLite ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻘﺑ ﻝﺎﺼﺗﻻﺍ ﺔﻴﻔﻴﻛ
؟ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ Numpy ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ Tuples ﻦﻣ 1D ﺔﻓﻮﻔﺼﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﺓﺪﻤﻋﺄﻛ ﺩﺎﻌﺑﻷﺍ ﺔﻳﺩﺎﺣﺃ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟Excel ـﻟ ﻲﻠﺴﻠﺴﺘﻟﺍ ﺦﻳﺭﺎﺘﻟﺍ ﻢﻗﺭ ﻰﻟﺇ Python datetime.datetime ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ N ﻢﺋﺍﻮﻘﺑ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Plotly ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻧﺎﻜﺴﻟﺍ ﻡﺮﻬﻟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
Python - ﺕﻼﺠﺳ ﻦﻣ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ K ﺮﺷﺆﻤﻠﻟ N ﺔﻤﺋﺎﻗ ﻲﻓ Tuple
Python - ﻝﻭﻷﺍ ﺮﺼﻨﻌﻠﻟ ﺎﻘًﻓﻭ ﻢﺋﺍﻮﻘﻟﺍ ﻦﻣ ﻦﻴﺘﻤﺋﺎﻗ ﺞﻣﺩ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻑﻮﻔﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻤﻴﻘﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍﻭ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﺓﺪﻤﻋﺃ ﻲﻓ ﻑﻼﺘﺧﻼﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻕﺎﻄﻨﻟﺍ ﻑﺮﺣﺃ ﺞﻣﺩ - ﻥﻮﺜﻳﺎﺑ
ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﻑﺮﺣﻷﺍ ﻉﻮﻤﺠﻤﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ – ﻥﻮﺜﻳﺎﺑ
ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻨﻌﻳ – ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻴﺑ ﻯﻮﺼﻘﻟﺍ ﺔﻓﺎﺴﻤﻟﺍ ﺩﺎﺠﻳﺇ
ﺔﻳﻭﺎﺴﺘﻤﻟﺍ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺝﺍﻭﺯﺃ ﻦﻣ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻦﻴﺘﻤﺋﺎﻗ ﻦﻣ ﺎﻴﻧﺪﻟﺍﻭ ﻯﻮﺼﻘﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﺔﻴﻋﺮﻔﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﺮﺼﻨﻋ ﺞﻣﺩ – ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻴﻟﻵﺍ ﺔﻤﺟﺮﺘﻟﺍ ﻢﻴﻴﻘﺘﻟ BLEU ﺔﺟﺭﺩ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ Naive Bayes ﺞﻬﻨﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺼﻨﻟﺍ ﺕﺍﺪﻨﺘﺴﻤﻟﺍ ﻒﻴﻨﺼﺗ
ﺹ ﺓﺭﻮﺼﻟﺍ ءﺎﻨﺑ ﺓﺩﺎﻋﻹ PyTorch ﻲﻓ ﻖﻴﻤﻌﻟﺍ ﻲﺋﺎﻘﻠﺘﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ ﺞﻣﺎﻧﺮﺑ ﺬﻴﻔﻨﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ TensorFlow ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺒﺼﻌﻟﺍ ﺔﻜﺒﺸﻟﺍ ﺬﻴﻔﻨﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ (SVMs) ﺔﻤﻋﺍﺪﻟﺍ ﺕﺎﻬﺠﺘﻤﻟﺍ ﺓﺰﻬﺟﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻨﺼﺗ
PCA - Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺩﺎﻌﺑﺃ ﻞﻴﻠﻘﺗ
Scikit Learn ﻲﻓ ءﺍﺩﻷﺍ ﻢﻴﻴﻘﺗ ﻊﻴﻤﺠﺗ
؟ﻦﻴﻌﻣ Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻒﻴﻈﻨﺗ ﺔﻴﻔﻴﻛ
؟Python ﻦﻣ PostgreSQL ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻘﺑ SQL ﺕﺎﻣﻼﻌﺘﺳﺍ ﻞﻴﻐﺸﺗﻭ ﻞﻴﺻﻮﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Base64 ﻞﺳﻼﺳ ﺮﻴﻔﺸﺗ ﻚﻓﻭ ﺰﻴﻣﺮﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ءﺎﻤﺳﻷﺍ ﺕﺍﻭﺩﺃ ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺎﻤﺳﻷﺍ ﺓﺭﺍﺩﺇﻭ ﺔﻧﺭﺎﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﻠﻤﻌﻟ ﺪﻴﻘﻌﺘﻟﺍ ﺶﻐﻟﺍ ﺔﻗﺭﻭ
؟Seaborn ﻲﻓ axes_style ﻲﻓ ﺕﺎﻤﻠﻌﻤﻟﺍ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﺍءًﺰﺟ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴ
Python Networkx ﻡﺍﺪﺨﺘﺳﺎﺑ ﻯﺮﺧﻷﺍ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺺﺋﺎﺼﺧﻭ ﻝﺎﺼﺗﻻﺍﻭ ﻊﻴﻤﺠﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﺡﺎﺘﻔﻤﻛ ﻒﺻ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺗ
ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﺔﻴﻤﻗﺮﻟﺍ ﺔﻘﺣﻼﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻡﺎﻗﺭﻷﺍﻭ ﻑﺮﺣﻷﺍ ﻦﻣ ﺔﻠﺴﻠﺳ ﻦﻴﺑ ﻞﻤﺘﺤﻤﻟﺍ ﺽﺍﺮﺘﻋﻻﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
K ﺔﻤﻴﻗ ﻞﻜﻟ ﻊﻄﻘﻤﻟﺍ ﻊﻤﺠﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻦﻣ ﺔﻋﻮﻤﺠﻤﻟ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺏﺎﺴﺣ
Python ﻲﻓ NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ D-ﺕﺎﻓﻮﻔﺼﻤﻟ ﺕﺎﻬﺠﺘﻤﻠﻟ ﻲﻠﺧﺍﺪﻟﺍ ﺞﺘﻨﻤﻟﺍ ﺏﺎﺴﺣ
Python ﻲﻓ NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻳﺩﺪﺤﻣ ﻦﻴﻬﺠﺘﻤﻟ ﻲﺟﺭﺎﺨﻟﺍ ﺞﺘﻨﻤﻟﺍ ﺏﺎﺴﺣ
ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﺔﻠﻌﻟﺍ ﻑﺮﺣ ﺕﺍﺮﺷﺆﻣ - ﻥﻮﺜﻳﺎﺑ
ﻑﺮﺣﻷﺍ ﺲﻔﻧ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﻕﺮﻃ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻴﻘﻄﻨﻣ ﻞﺴﻠﺴﺘﻟ ﻕﺮﻃ
؟Pygal ﻲﻓ ﺓﺭﻮﻄﺳﻷﺍ ﻒﻗﻮﻣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Plotly Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺡﺎﻀﻳﻹﺍ ﺔﻠﻴﺳﻭ ﻊﺿﻮﻣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺛﻼﺛ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺗ ﻕﺮﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ ﺔﻴﻘﻄﻨﻤﻟﺍ ﻢﻴﻘﻟﺍ ﻞﻳﻮﺤﺗ ﻕﺮﻃ
Python's Bokeh ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺋﺰﺠﺘﻟﺍ ﺕﺎﻣﻼﻋ ﻡﺎﺠﺣﺃ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ Linux ﻞﻴﻐﺸﺘﻟﺍ ﻡﺎﻈﻧ ﻲﻓ ﻞﻤﻌﻳ ﻲﺼﻧ ﺞﻣﺎﻧﺮﺑ ﻱﺃ ﻥﺃ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﺣًﻮﺘﻔﻣ ﻖﻴﺒﻄﺘﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺍﺮﻜﺘﻠﻟ ﻼًﺑﺎﻗ ﻦﺋﺎﻜﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﺔﻠﺴﻠﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﺔﻤﻴﻗ ﻪﻟ Pandas ﺩﻮﻤﻋ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﺔﻣﺰﺣ ﺖﻴﺒﺜﺗ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟GPU ﻡﺪﺨﺘﺴﻳ Tensorflow ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺘﺑﺎﺛ ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻊﻗﻮﻤﻟﺍ ﻞﻴﻤﺤﺗ ﺖﻗﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﻴﻗ ﻞﺑﺎﻘﻣ ﺓﺩﺪﻌﺘﻣ ﺕﺍﺮﻴﻐﺘﻣ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﺼﻨﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ ﺬﻴﻔﻨﺗ ﺖﻗﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟NumPy ﺔﻋﻮﻤﺠﻣ ﻲﻓ ﺓﺩﺪﺤﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟Python ﻲﻓ Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﻻ ﻡﺃ ﻉﻮﺒﺳﻷﺍ ﻡﺎﻳﺃ ﺪﺣﺃ ﻡﻮﻴﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻪﻠﺣ ﻢﺗ ﻝﺎﺜﻣ ﻊﻣ K-Medoids ﻊﻴﻤﺠﺗ
؟ﺮﻔﺻ ﺮﻴﻏ ﺎﻨًﻴﻌﻣ NumPy ﺔﻓﻮﻔﺼﻣ ﺮﺼﻨﻋ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻔﻠﺘﺨﻣ ﺕﻻﺎﻤﺘﺣﺍ ﺕﺍﺫ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺮﺻﺎﻨﻋ ﺭﺎﻴﺘﺧﺍ ﺔﻴﻔﻴﻛ
Synsets ﻲﻓ ﺔﻤﻠﻜﻟ WordNet ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ
؟Matplotlib ﻲﻓ ﺮﻴﻐﺘﻣ ﺔﻄﺳﺍﻮﺑ Scatterplot ﻦﻳﻮﻠﺗ ﺔﻴﻔﻴﻛ
ﺔﻠﻤﺠﻟﺍ ﻲﻓ ﻒﻗﻮﺘﻟﺍ ﺕﺎﻤﻠﻛ ﺔﻴﻔﺼﺗﻭ ﺰﻴﻤﻣ ﺰﻣﺭ ﺐﻳﺭﺪﺗ
؟Pandas ﻲﻓ ﺓﺩﺪﻌﺘﻤﻟﺍ ﻊﻴﻤﺠﺘﻟﺍ ﻒﺋﺎﻇﻭﻭ Groupby ﻒﺋﺎﻇﻭ ﻦﻴﺑ ﻊﻤﺠﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻲﻓ Unigram Tagger ﺐﻳﺭﺪﺗ
؟Node.jsﻭ Python ﻦﻴﺑ JSON ﺕﺎﻧﺎﻴﺑ ﻞﻴﺻﻮﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻴﺑ ﻲﻓ pywebcopy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﺔﺤﻔﺻ ﺥﺎﺴﻨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ bootstrap ﺐﻳﻮﺒﺗ ﺕﺎﻣﻼﻋ ﻦﻣ href ﻂﺑﺍﺭ ﻕﻮﻓ ﺮﻘﻨﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻻ ﻡﺃ ﻞﻴﻐﺸﺘﻟﺍ ﺪﻴﻗ ﻡﺪﺨﺘﺴﻤﻟﺎﺑ ﺹﺎﺨﻟﺍ ﺖﻧﺮﺘﻧﻹﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔ
؟ﺎﻏًﺭﺎﻓ PyMongo ﺮﺷﺆﻣ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺟﺮﺑ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟PySpark ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﺔﻴﻋﺮﻓ ﺔﻠﺴﻠﺳ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ PyQt5 ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﻣ 1/4 ﺔﺒﺳﺎﺣ
ﺔﻴﻣﻮﻴﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ ﻞﻛﺎﺸﻣ ﻞﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺩﺍﻮﻛﺃ ﻦﻣ ﺕﺎﻔﻄﺘﻘﻣ 10
ﺎﻬﻓﺮﻌﺗ ﻥﺃ ﺐﺠﻳ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻔﻠﻣ ﻡﺎﻈﻨﻟ ﻕﺮﻃ 10
؟ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﺴﻛﺇ ﻲﻓ ﺦﻳﺭﺎﺘﻟﺍ ﺯﺮﻓ ﺔﻴﻔﻴﻛ
؟Modin ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﺣﺍﻮﻟﺍ ﻂﺨﻟﺍ ﺮﻴﻴﻐﺗ ﻊﻣ ﺍﺪﻧﺎﺒﻟﺍ ﻊﻳﺮﺴﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﻒﻠﻣ ﻢﻴﺴﻘﺗ ﺔﻴﻔﻴﻛ
Python Wand ﻲﻓ()path_curve_to_quadratic_bezier ﺔﻔﻴﻇﻭ
؟ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻄﻳﺮﺨﻟﺍ ﺔﻔﻴﻇﻭ ﻰﻟﺇ ﺓﺩﺪﻌﺘﻣ ﻂﺋﺎﺳﻭ ﺮﻳﺮﻤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻮﺘﻳﺭﺎﺑ ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ 3 ﻉﻮﻨﻟﺍ ﻦﻣ ﻥﻮﺳﺮﻴﺑ ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺳ ﻲﻓ ﺓﺭﺎﺒﻌﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ (@) ﺓﺮﻴﻄﻔﻟﺍ ﺔﻠﻤﺟ ءﺎﻨﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻳﺮﻴﻐﺘﻣ ﻦﻴﺑ ﻥﻮﺳﺮﻴﺑ ﻁﺎﺒﺗﺭﺍ ﺭﺎﺒﺘﺧﺍ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺳ ﺕﺎﻤﻠﻛ ﻰﻠﻋ ﺭﺍﺮﻜﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻝﻼﺧ ﻦﻣ ﺭﺍﺮﻜﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻂﺑﺍﻭﺮﻟﺍ ﺢﺘﻓ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﻮﻔﺼﻟﺍ ﻦﻣ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
Python - ﺔﻨﻴﻌﻣ ﺔﻠﺴﻠﺳ ﻦﻣ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﻦﻴﻓﺮﺤﻟﺍ ﻦﻣ ﺔﻧﻮﻜﻣ ﺔﻠﺴﻠﺳ ءﺎﺸﻧﺈﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻤﻠﻜﻟﺍ ﻦﻣ ﺕﺍﺮﺼﺘﺨﻤﻟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tuples ﺱﻮﻣﺎﻗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Loop ﻡﺍﺪﺨﺘﺳﺎﺑ Tuples ﻦﻣ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ
wxPython ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺕﺍﻭﺩﺃ ﺔﻃﺮﺷﺃ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻨﻴﻌﻣ ﺔﻤﺋﺎﻗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺧﺍﺪﺘﻣ ﺱﻮﻣﺎﻗ ءﺎﺸﻧﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Collestions ﻭ ﺭﺎﻈﺘﻧﻻﺍ ﺔﻤﺋﺎﻗ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Numpy ﻲﻓ() ﻢﺠﺤﻟﺍ ﺮﻴﻴﻐﺗﻭ() reshape ﺔﻘﻳﺮﻃ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻞﺼﻔﻟﺍ ﻦﻣ ﺔﻘﻴﻤﻌﻟﺍﻭ ﺔﻠﺤﻀﻟﺍ ﺔﺨﺴﻨﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻑﺮﺣﻸﻟ ASCII ﻢﻴﻗ ﺐﺴﺣ ﺔﻠﺴﻠﺴﻟﺍ ﺯﺮﻔﺑ ﻢﻗ
Pandas Dataframe ﻲﻓ ﺔﻘﻴﻤﻌﻟﺍ ﺔﺨﺴﻨﻟﺍﻭ ﺔﻠﺤﻀﻟﺍ ﺔﺨﺴﻨﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Pandas Dataframeﻭ Spark Dataframe ﻦﻴﺑ ﻕﺮﻔﻟﺍ
()str.title ﻭ()str.capitalize ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Pytorch ﻲﻓ ﺮﻴﻐﺘﻤﻟﺍﻭ ﺮﺗﻮﻤﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Fernet (ﻞﺛﺎﻤﺘﻤﻟﺍ ﺮﻴﻔﺸﺘﻟﺍ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻴﻔﺸﺘﻟﺍ ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ
PyQt5 ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺸﺗﺎﻧﻮﺒﻴﻓ ﺚﺤﺑ ﺭﻮﺼﻣ
ﺓﺩﺪﺤﻤﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﺐﺴﺣ ﺔﻠﺴﻠﺳ ﻢﻴﺴﻘﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
k ﻢﺠﺤﺑ ﺔﻠﺧﺍﺪﺘﻣ ﻞﺳﻼﺳ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻢﻴﺴﻘﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻢﻬﻓ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻱﺩﺮﻓ ﻢﻗﺭ ﻞﻛ ﻊﻴﺑﺮﺘﻟ Python ﺞﻣﺎﻧﺮﺑ
FileExtensionValidator – ﻮﻐﻧﺎﺟ ﻲﻓ ﺕﺎﻔﻠﻤﻟﺍ ﺕﺍﺩﺍﺪﺘﻣﺍ ﺔﺤﺻ ﻦﻣ ﻖﻘﺤﺘﻟﺍ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ item_s ﻊﺿﻮﻣ ﻞﻳﺪﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ j_th ﺮﺻﺎﻨﻋ ﻊﻣ i_th ﺔﻟﺩﺎﺒﻤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﺮﻬﻔﻟﺍ ﻰﻠﻋ ءًﺎﻨﺑ Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﺔﻴﻔﺼﺘﺑ ﻢﻗ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﻢﻴﻘﻟﺍﻭ ﺢﻴﺗﺎﻔﻤﻟﺍ ﻞﻳﺪﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺎﻌﺒﺘﺳﻻﺍ ﻖﻳﺮﻃ ﻦﻋ isin ﻡﺍﺪﺨﺘﺳﺎﺑ PySpark ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﺔﻴﻔﺼﺗ
ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺮﻴﺧﻷﺍﻭ ﻝﻭﻷﺍ ﻑﺮﺤﻟﺍ ﻞﻳﺪﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
.ﺩﺪﺤﻤﻟﺍ Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﻹ ﻲﺳﺪﻨﻬﻟﺍ ﻂﺳﻮﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
ﺚﻟﺎﺜﻟﺍ ﺮﻴﻐﺘﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﻥﻭﺩ ﻦﻴﻤﻗﺭ ﻞﻳﺪﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻥﺍﺮﻴﺠﻟﺍ ﺮﻴﻏ ﺭﺎﺒﺘﺧﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻴﺒﺼﻌﻟﺍ ﺔﻳﻮﻐﻠﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ | ﻝﺎﺧﺩﻹﺍ ﺔﻠﻤﺟ ﻊﻣ ﻒﻠﻤﻟﺍ ﻲﻓ ﺎﻬًﺑﺎﺸﺗ ﺮﺜﻛﻷﺍ ﺔﻠﻤﺠﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
K ﻰﺼﻗﺃ ﺪﺤﺑ ﺓﺪﻋﺎﺒﺘﻣ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﻊﻴﻤﺟ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻣ ﺭﺎﺒﺘﺧﻻ Python ﺞﻣﺎﻧﺮﺑ
Python-Matplotlib ﻲﻓ ﻖﻴﺴﻨﺘﻟﺍ ﺭﻭﺎﺤﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻘﺤﺘﻟﺍ ﺔﻤﻠﻛ ءﺎﺸﻧﺇ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻦﻳﺮﺼﻨﻋ ﻞﻳﺪﺒﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻂﻘﻓ ﺔﻳﺪﺠﺑﺃ ﻑﻭﺮﺣﻭ ﻡﺎﻗﺭﺃ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻣ ﺭﺎﺒﺘﺧﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Python ﻲﻓ NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻣ ﺓﺪﻘﻌﻣ ﺭﻭﺬﺟ ﺕﺍﺫ Chebyshev ﺔﻠﺴﻠﺳ ءﺎﺸﻧﺇ
ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﻢﻴﻘﻟﺎﺑ ﺱﻮﻣﺎﻘﻟﺍ ﺚﻳﺪﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻌﻴﺒﻄﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﻦﻣ ﺔﻴﺋﺍﻮﺸﻋ ﻡﺎﻗﺭﺃ ﺔﺴﻤﺧ ءﺎﺸﻧﺈﺑ ﻢﻗ
ﺓﺮﻴﺒﻜﻟﺍ ﻑﺮﺣﻷﺍ ﺔﺑﺎﺘﻜﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Tinyhtml ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ HTML ءﺎﺸﻧﺈﺑ ﻢﻗ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﺣﻮﻤﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﻦﻣ ﺔﻴﺋﺍﻮﺸﻋ ﻡﺎﻗﺭﺃ ﺪﻴﻟﻮﺗ
Python ﻲﻓ pyWaffle ﻡﺍﺪﺨﺘﺳﺎﺑ Waffle ﻂﻄﺨﻣ ءﺎﺸﻧﺈﺑ ﻢﻗ
Python regex - ﻻ ﻡﺃ ﺔﻤﺋﺎﻌﻟﺍ ﺔﻄﻘﻨﻟﺍ ﻢﻗﺭ ﻮﻫ ﻝﺎﺧﺩﻹﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﺔﻴﺳﺎﺳﺃ ﺔﻠﺼﻔﻨﻣ ﺔﻴﻨﻣﺯ ﺕﺍﺭﺎﺷﺇ ﺪﻴﻟﻮﺗ
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ﻖﺋﺎﻗﺩ 5 ﻞﻛ ﻩﺬﻴﻔﻨﺗ ﻢﺘﻳ ﻱﺬﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺺﻧ
Pandas ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻲﻓ ﺔﻴﺋﺍﻮﺸﻋ ﺔﺤﻴﺤﺻ ﺩﺍﺪﻋﺃ ﺪﻴﻟﻮﺗ
Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺈﺑ ﺔﺻﺎﺨﻟﺍ ﺓﺪﻤﻋﻷﺍ ﻢﻴﻘﺑ ﺔﻤﺋﺎﻗ ﻰﻠﻋ ﻞﺼﺣﺍ
Python ﻲﻓ PostgreSQL BLOB ﺕﺎﻧﺎﻴﺑ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ
Python Script ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺍﻮﺸﻋ ﺔﺘﻜﻧ ءﺎﺸﻧﻹ pyjokes
ﺓﺭﻮﺻ ﻱﺃ ﻦﻣ ﻂﻘﻨﻣ ﺺﻧ ءﺎﺸﻧﻹ ﻲﺼﻨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
MAC ﻥﺍﻮﻨﻋ ﻦﻣ ﺯﺎﻬﺠﻟﺍ ﻊﺋﺎﺑ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻲﺼﻨﻟﺍ Python ﺞﻣﺎﻧﺮﺑ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﻦﻣ ﺝﻭﺮﺨﻟﺍ ﻞﻴﺠﺴﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Python Script ﻞﺠﺴﻟﺍ ﻒﻠﻣ ﻲﻓ ﻪﻈﻔﺣﻭ ﺔﻜﺒﺸﻟﺍ ﻝﺎﺼﺗﺍ ﺔﺒﻗﺍﺮﻤﻟ
ﻊﻗﻮﻤﻟﺍ ﺕﺍﺮﻴﻴﻐﺗ ﺔﺒﻗﺍﺮﻤﻟ ﻲﺼﻨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺐﻳﻮﻟﺍ ﺢﻔﺼﺘﻣ ﺢﺘﻔﻟ ﻲﺼﻨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻝﻮﻤﺤﻤﻟﺍ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺭﺎﻄﺒﻟ ﺔﻳﻮﺌﻤﻟﺍ ﺔﺒﺴﻨﻟﺍ ﺭﺎﻬﻇﻹ ﻲﺼﻨﻟﺍ Python ﺞﻣﺎﻧﺮﺑ
Python Script ﺔﻴﺗﻮﺼﻟﺍ ﺮﻣﺍﻭﻷﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺑ ﺹﺎﺨﻟﺍ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺯﺎﻬﺟ ﻞﻴﻐﺸﺗ ﻑﺎﻘﻳﻹ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﻞﻴﻐﺸﺗ ﺓﺩﺎﻋﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﻞﻴﻐﺸﺗ ﻑﺎﻘﻳﻹ ﺖﺒﻳﺮﻜﺳ ﻥﻮﺜﻳﺎﺑ
Python Seaborn - ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺤﻴﺿﻮﺗ ﻂﻄﺨﻣ Catplot
ﺔﻣﺪﻘﻣ - ﻥﻮﺜﻳﺎﺑ ﺔﻄﺳﺍﻮﺑ ﺎﻫﺯﺮﻓ ﻢﺗ ﻲﺘﻟﺍ ﺕﺎﻳﻭﺎﺤﻟﺍ
Python ﻲﻓ Plotly ﻡﺍﺪﺨﺘﺳﺎﺑ Group Legends ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﻌﺘﻣ ﺔﻴﻋﺮﻓ ﺕﺎﻄﻄﺨﻣ ﺩﺍﺪﻋﺇ ﺔﻴﻔ
Tkinter ﺔﻴﻤﺴﺗ ﺔﻌﻄﻘﻟﺍ ﺩﻭﺪﺣ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺼﺼﺨﻣ Tuple ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺳﻮﻣﺎﻗ ﻦﻣ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺢﻴﺗﺎﻔﻤﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻝﻭﻷﺍ ﻲﺟﻭﺰﻟﺍ ﻢﻗﺮﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺩﻮﻤﻌﻟﺍﻭ ﺔﻴﻘﻓﻷﺍ ﺔﻠﺴﻠﺴﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﺍﻮﻗﻷﺍ ﻥﻭﺪﺑﻭ ﻊﻣ ﺔﻟﺍﺪﻟﺍ ءﺎﻋﺪﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺮﻔﺼﻟﺍ ﺮﻴﻏ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﻦﻣ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Mapped Tuple ﻰﻟﺇ ﻞﺧﺍﺪﺘﻤﻟﺍ ﺱﻮﻣﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻳﺩﺪﻋ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ
ﺔﻳﺪﻳﺍﺰﺘﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻉﻮﻤﺠﻣ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻳﺪﻳﺍﺰﺘﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻖﺤﻠﻣ
Python ﻲﻓ Matrix ﻡﺍﺪﺨﺘﺳﺎﺑ ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﺔﺌﻴﻬﺗ
Pygal ﻲﻓ ﺕﺎﻴﻤﺴﺘﻟﺍ ءﺎﻔﺧﺇ ﻭﺃ ﺭﺎﻬﻇﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺦﻳﺭﺍﻮﺘﻟﺍ ﻦﻣ ﺔﻋﻮﻤﺠﻣ ﻝﻼﺧ ﻦﻣ ﺭﺍﺮﻜﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺼﺼﺨﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺔﻤﺋﺎﻘﺑ ﺱﻮﻣﺎﻗ ﺔﺌﻴﻬﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﺪﺤﻣ ﻝﻮﻃ ﺕﺍﺫ ﺔﻏﺭﺎﻓ ﺔﻓﻮﻔﺼﻣ ﺔﺌﻴﻬﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺎﻳﺰﻟﺍ ﺮﻴﻐﺘﻣ ﻡﺍﺪﺨﺘﺳﺍ ﻥﻭﺩ ﺔﻤﺋﺎﻗ ﻝﻼﺧ ﻦﻣ ﺭﺍﺮﻜﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻦﻴﺑ ﻊﻴﻤﺠﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
Tkinter ﺓﺬﻓﺎﻧ ﺔﻧﻮﻘﻳﺃ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻌﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﺱﺮﻬﻓ ﻦﻋ ﺚﺤﺑﺍ
Python - ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻠﺴﻠﺳ ﻰﻠﻋ ﻱﻮﺘﺤﻳ ﺱﺮﻬﻓ ﻦﻋ ﺚﺤﺑﺍ
Python - ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺝﻭﺰﻟﺍ ﻉﻮﻤﺠﻤﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺧﺍﺪﺘﻤﻟﺍ ﺮﺼﻨﻌﻟﺍ ﻦﻣ ﺔﻴﻔﺼﺘﻟﺍ ﺡﺎﺘﻔﻣ
PyQt5 ﻡﺍﺪﺨﺘﺳﺎﺑ CheckBox ﻰﻟﺇ ءﺍﺮﺟﺇ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﺼﺼﺨﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺡﺎﺘﻔﻣ ﺔﻓﺎﺿﺇ
Tkinter ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻤﻌﻟﺍ ﺔﺒﺳﺎﺣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻡﻼﻛ ﻰﻟﺇ ﺺﻧ ﻰﻟﺇ ﺺﻧ ﻰﻟﺇ ﻡﻼﻜﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﻢﻀﻨﺗ ﺔﻨﻜﻤﻤﻟﺍ ﺔﺣﺎﺴﻤﻟﺍ ﻞﻛ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﺔﻴﻋﺮﻔﻟﺍ ﻞﺳﻼﺴﻟﺍ ﻊﻴﻤﺟ ﺩﺩﺮﺗ ﻦﻋ ﺚﺤﺒﻟﺍ
PyTorch ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺗﻮﻴﺒﻤﻜﻟﺍ ﺔﻳﺅﺮﻟ ﺔﻴﻔﻴﻇﻮﻟﺍ ﺕﻻﻮﺤﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻏﺭﺎﻔﻟﺍ ﺔﻟﺩﻷﺍ ﻊﻴﻤﺠﺑ ﺔﻤﺋﺎﻗ ﻰﻠﻋ ﻞﺼﺣﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻳﺪﻟﺍﻮﻟﺍ ﺔﺌﻓ ﺔﻘﻳﺮﻃ ءﺎﻋﺪﺘﺳﺍ ﺔﻴﻔﻴﻛ
PyTorch ﻲﻓ ﺱﺮﻬﻔﻟﺍ ﻰﻠﻋ ﺔﻤﺋﺎﻘﻟﺍ ﺔﻴﻠﻤﻌﻟﺍ
Python FileInput ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻠﺧﺍﺪﻟﺍ ﺮﻳﺮﺤﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻔﻴﻇﻮﻟ ﻂﺋﺎﺳﻮﻛ ﺱﻮﻣﺎﻗ ﺮﻳﺮﻤﺗ
ﺱﻮﻣﺎﻘﻟﺍ ﻞﺧﺍﺩ ﻢﺋﺍﻮﻘﻟﺍ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﻰﻟﺇ ﻝﻮﺻﻮﻟﺍ - ﻥﻮﺜﻳﺎﺑ
Numpy ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻰﻠﻋ ﺕﺎﻴﻠﻤﻌﻟﺍ - ﻥﻮﺜﻳﺎﺑ
argparse ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺝﻭﺰﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Rubik_s Cube Solver ﻡﺍﺪﺨﺘﺳﺎﺑ Python Pytwisty
Python-Tkinter ﻲﻓ Treeview ﺮﻳﺮﻤﺘﻟﺍ ﻂﻳﺮﺷ
Python Wand ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻔﻴﻜﺘﻟﺍ ﻪﻳﻮﻤﺘﻟﺍ
Python ﻲﻓ ﺓﺪﻤﻋﻷﺍ ﻑﻮﻔﺻ ﺔﻤﺋﺎﻗ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻣ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﻰﻟﺇ K ﻒﺿﺃ
ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﻲﻓ ﺡﺎﺘﻔﻣ ﻢﺳﺍ ﻞﻜﻟ ﺔﺋﺩﺎﺑ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tuple ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺺﺼﺨﻣ ﺩﻮﻤﻋ ﺔﻓﺎﺿﺇ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Matrix ﻲﻓ ﺺﺼﺨﻣ ﺪﻌﺑُ ﺔﻓﺎﺿﺇ
Python Kivy ﻲﻓ ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻋ ﻱﺃ ﻰﻠﻋ ﺝﻭﺩﺰﻤﻟﺍ ﺮﻘﻨﻟﺍ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﻮﻔﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻟﺍ ﻲﻓ ﺔﻴﺋﺎﺠﻬﻟﺍ ﻑﻭﺮﺤﻟﺍﻭ ﻡﺎﻗﺭﻷﺍ ﻦﻴﺑ ﺔﻓﺎﺴﻣ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﻤﺘﺤﻤﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﻦﻴﺑ ﺔﻓﺎﺴﻣ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﺱﻮﻣﺎﻗ ﻰﻟﺇ ﻢﻴﻗ ﺔﻓﺎﺿﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻊﺿﻮﻤﻟﺍ ﻑﺮﺣﺃ ﺔﻋﻮﻤﺠﻣ ﻞﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻨﻜﻤﻤﻟﺍ ﺕﻼﺴﻠﺴﺘﻟﺍ ﻊﻴﻤﺟ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻜﻤﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻋﻮﻤﺠﻣ ﺱﻮﻣﺎﻗ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻨﻜﻤﻤﻟﺍ ﺝﺍﻭﺯﻷﺍ ﻊﻴﻤﺟ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ N ﻰﺘﺣ ﺔﻨﻜﻤﻤﻟﺍ ﺓﺪﻳﺮﻔﻟﺍ K ﻢﺠﺣ ﺕﺎﻋﻮﻤﺠﻣ ﻊﻴﻤﺟ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻞﺻﻷﺍ ﺔﺌﻔﻟﺍ ﺔﻤﺳ ﻰﻟﺇ ﻝﻮﺻﻮﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻒﺼﺘﻨﻣ ﻲﻓ ﺓﺭﺎﺒﻋ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
kivy ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺗﻮﺼﻟﺍ ﺕﺎﻔﻠﻤﻟﺍ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
ﻲﻠﻌﻔﻟﺍ ﺐﻠﻄﻟﺍ ﺱﺮﻬﻓ ﺔﻓﺎﺴﻣ - ﻥﻮﺜﻳﺎﺑ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺯﻮﻟﺍ ﻞﻳﻮﺤﺘﻟ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ
ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﻲﻓ ﻦﻴﻌﻣ ﺡﺎﺘﻔﻣ ﺪﻌﺑ ﺍﺮًﺼﻨﻋ ﻒﺿﺃ
N ﺪﻌﺒﻟﺍ ﻲﻓ ﺓﺭﻭﺎﺠﻤﻟﺍ ﺕﺎﻴﺛﺍﺪﺣﻹﺍ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ 99.7-95-68 ﺓﺪﻋﺎﻘﻟﺍ ﺭﺎﻬﻇﺇ
ﻲﻟﺎﺘﺘﻤﻟﺍ ﺮﺼﻨﻌﻟﺍ ﻕﺮﻔﻟﺍ K - ﻥﻮﺜﻳﺎﺑ
ﻯﺮﺧﺃ ﺔﻤﺋﺎﻗ ﻦﻣ ﺮﺻﺎﻨﻌﻟﺍ ﺭﺍﺮﻜﺗ - ﻥﻮﺜﻳﺎﺑ
Python - ﺕﺍﺮﺷﺆﻣ Atmost K Elements ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ
ﺱﺮﻬﻔﻟﺍ ﺔﻘﺑﺎﻄﻣ ﺮﺼﻨﻋ ﺞﺘﻨﻣ - ﻥﻮﺜﻳﺎﺑ
ﺖﻳﺎﺑ ﺢﻴﺤﺻ ﺩﺪﻋ ﻰﻟﺇ Tuple ﻞﻳﻮﺤﺗ - ﻥﻮﺜﻳﺎﺑ
Python - ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺓﺩﺪﺤﻤﻟﺍ ﺔﻘﺣﻼﻟﺍ ﺕﺍﺫ ﺢﻴﺗﺎﻔﻤﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
ﻞﺳﻼﺴﻟﺍ ﻦﻣ ﻖﻓﺩ ﻲﻓ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻒﺻ ﻲﻓ ﻦﻴﻌﻣ ﺕﺎﻧﺎﻴﺑ ﻉﻮﻧ ﺭﺍﺮﻜﺗ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Python - ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺓﺩﻮﺟﻮﻤﻟﺍ ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻣ ﻦﻋ ﺚﺤﺑﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺩﺮﻔﻟﺍ ﺮﺻﺎﻨﻌﻠﻟ ﺔﻤﺋﺎﻘﻟﺍ ﺔﻳﻮﺴﺗ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻌﻠﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ ﺱﺮﻬﻓ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺮﺻﺎﻨﻌﻟﺍ ﺮﻐﺻﻷ ﺕﺍﺮﺷﺆﻤﻟﺍ ﻦﻋ ﺚﺤﺑﺍ -ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻴﺛﺍﺪﺣﻹﺍ ﺱﻮﻣﺎﻗ ﻰﻟﺇ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻞﻳﻮﺤﺗ
Python - ﺔﻤﺋﺎﻗ ﻲﻓ ﻲﻧﺎﺜﻟﺎﺑ ﻝﻭﻷﺍ ﺮﺼﻨﻌﻟﺍ ﻦﻋ ﺚﺤﺑﺍ Tuple
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﺎﻗﺭﻷﺍﻭ ﺔﻳﺪﺠﺑﻷﺍ ﻑﻭﺮﺤﻟﺍ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﻲﺘﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Python - ﺱﺮﻬﻔﻟﺍ ﺲﻔﻧ ﻥﻼﺑﺎﻘﺗ ﻦﻴﺘﻤﺋﺎﻗ ﻲﻓ ﺔﺌﻓﺎﻜﺘﻤﻟﺍ ﺮﻴﻏ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻴﻔﺼﺗ
؟Eclipse ﻊﻣ pygame ﺩﺍﺪﻋﺇ ﺔﻴﻔﻴﻛ
ﺔﺳﻮﻜﻌﻤﻟﺍ K ﺮﺻﺎﻨﻋ ﺔﺤﻳﺮﺷ - ﻥﻮﺜﻳﺎﺑ
Numpy ﻲﻓ ﺓﺪﻤﻋﻷﺍ ﻰﻠﻋ ﺭﺍﺮﻜﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻙﺎﺒﺗﺭﻻﺍ ﺕﺎﻓﻮﻔﺼﻣﻭ ﻒﻴﻨﺼﺘﻟﺍ ﺮﻳﺮﻘﺗ ﺏﺎﺴﺣ
()tf.keras.Conv2D ﺔﻔﻴﻇﻭ - Tensorflow ﻥﻮﺜﻳﺎﺑ
ﻻ ﻡﺃ ﺮﻇﺎﻨﺘﻣ ﻮﻫ ﻡﺎﻗﺭﻷﺍ ﻦﻣ ﻲﺟﻭﺯ ﺩﺪﻋ ﻰﻠﻋ ﻱﻮﺘﺤﻳ ﻱﺬﻟﺍ ﻢﻗﺮﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﺔﻠﻤﺠﻟﺍ ﻲﻓ ﺓﺩﻮﺟﻮﻣ ﺔﻤﻠﻜﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﻂﻘﻓ ءﺎﻀﻴﺑ ﺕﺎﻓﺎﺴﻣ ﻰﻠﻋ ﻱﻮﺘﺤﺗ Java ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ ﺞﻣﺎﻧﺮﺑ
ﺔﻴﺟﻭﺰﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻊﻴﻤﺟ ﻊﻣ ﻑﻮﻔﺼﻟﺍ ﺔﻴﻔﺼﺗ - ﻥﻮﺜﻳﺎﺑ
؟ﺦﻳﺭﺎﺘﻟﺍ ﺐﺴﺣ ﺍﺪﻧﺎﺒﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﺯﺮﻓ ﺔﻴﻔﻴﻛ
ﻪﻤﺴﻘﻳ N ﻢﻗﺮﻟﺍ ﻡﺎﻗﺭﺃ ﻉﻮﻤﺠﻣ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ K ﻕﺮﻔﻟﺍ ﺮﺷﺆﻣ ﻥﺍﺮﻗﺇ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺎﻨﺜﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﻲﺳﺃﺮﻟﺍﻭ ﻲﻘﻓﻷﺍ ﻞﺛﺎﻤﺘﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Idempotent ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻑﻮﻛﺭﺎﻣ ﺔﻓﻮﻔﺼﻣ ﻲﻫ ﺔﻨﻴﻌﻣ ﺔﻓﻮﻔﺼﻣ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻯﺮﺧﻷﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻰﻠﻋ ﺮﻴﺛﺄﺘﻟﺍ ﻥﻭﺩ ﺔﻨﻛﺎﺴﻟﺍ ﻑﻭﺮﺤﻟﺍ ﺲﻜﻋ ﺔﻴﻔﻴﻛ
ﻑﺬﺣ ﻥﻭﺩ ﺔﻋﻮﻤﺠﻤﻟﺍ ﻲﻓ K ﺮﺼﻨﻋ ﻰﻟﺇ ﻝﻮﺻﻮﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﺔﻋﻮﻤﺠﻤﻟﺍ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺮﺻﺎﻨﻋ ﻕﺎﺤﻟﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺮﺻﺎﻨﻌﻟﺍ ﺮﺷﺆﻤﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺢﻴﺗﺎﻔﻤﻟﺍ ﻦﻴﻴﻌﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﺒﻳﺮﻘﺗ ﺔﻠﺛﺎﻤﻣ ﻞﺳﻼﺳ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺓﺩﺪﺤﻤﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﻊﻴﻤﺟ ﻰﻠﻋ ﻱﻮﺘﺤﻳ ﺡﺎﺘﻔﻣ ﻱﺃ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺖﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻴﻧﺪﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺡﺎﺘﻔﻣ ﻦﻴﻴﻌﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟Numpy Reshape ﻲﻓ 1- ﻲﻨﻌﻳ ﺍﺫﺎﻣ
ﻢﺋﺍﻮﻘﻟﺍ ﺱﻮﻣﺎﻗ ﻰﻟﺇ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺕﺎﻤﻠﻜﻟﺍ ﺩﺪﻌﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻋﻮﻴﺷ ﺮﺜﻛﻷﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﻯﻮﺼﻘﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺕﺎﻋﻮﻤﺠﻣ ﺡﺎﺘﻔﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
K ﺔﻄﺳﺍﻮﺑ ﺔﻴﻤﻗﺮﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺓﺩﺎﻳﺰﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﻮﻐﻧﺎﺟ ﻉﻭﺮﺸﻣ ﻰﻟﺇ ﻊﻗﻮﻤﻟﺍ ﺔﻄﻳﺮﺧﻭ RSS ﺰﺟﻮﻣ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﻮﻐﻧﺎﺟ ﻉﻭﺮﺸﻣ ﻲﻓ ﺱﺮﻬﻔﻟﺍ ﻥﺍﻮﻨﻋﻭ ﻊﻗﻮﻤﻟﺍ ﻥﺍﻮﻨﻋﻭ ﻊﻗﻮﻤﻟﺍ ﺱﺃﺭ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ HTML ﺪﻨﺘﺴﻣ ﻲﻓ ﺔﻨﻴﻌﻣ ﺔﻤﺳ ﺔﻤﻴﻗ ﺕﺍﺫ ﺔﻣﻼﻌﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﺤﻤﻟﺍ ﺔﻣﻼﻌﻟﺍ ﺺﻧ ﻦﻋ ﺚﺤﺑﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﻱﺩﺮﻔﻟﺍ ﺱﻮﻣﺎﻘﻟﺍ ﺡﺎﺘﻔﻣ ﺔﻤﻴﻗ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻦﻣ ﺝﻭﺯ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻋ ﻞﻛ ﻞﻳﻮﺤﺗ
؟Pythonﻭ Kivymd ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻠﻔﺴﻟﺍ ﻞﻘﻨﺘﻟﺍ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟Kivymd-Python ﻲﻓ ﺭﺎﻴﺘﺧﺍ ﻊﺑﺮﻣ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﺼﺼﺨﻣ ﺓﺎﻔﺤﻠﺳ ﻝﺎﻜﺷﺃ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻜﻌﻟﺍﻭ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺓﺭﻮﺼﻟﺍ ﻞﻳﻮﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﺘﻣ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺱﻮﻣﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﺎﻫﺯﺮﻓ ﺐﻴﺗﺮﺘﺑ ﻦﻴﻌﻣ ﻢﻗﺭ ﻲﻓ ﺓﺩﻮﺟﻮﻤﻟﺍ ﺓﺭﺮﻜﺘﻤﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻊﻴﻤﺟ ﺔﻋﺎﺒﻃ
ﺔﻟﺎﺤﻟﺍ ﺕﻻﻮﺤﺗ ﻦﻴﺑ K ﺔﻓﺎﺿﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺛﺎﻤﻣ ﻢﻴﻗ ﺎﻬﻟ ﻲﺘﻟﺍ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﻓﺎﻛ ﻞﺴﻠﺴﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻑﺮﺣﻷﺍ ﺭﺍﺮﻜﺗ ﺔﻠﺴﻠﺳ ﻊﻴﺳﻮﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺪﺤﻣ ﺔﻤﻴﻗ ﻉﻮﻧ ﺕﺍﺫ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻋﻮﻤﺠﻤﻟﺍ ﻲﻓ ﺲﻴﻟﻭ ﻕﺎﻄﻨﻟﺍ ﻲﻓ ﻡﺎﻗﺭﻷﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻝﻭﻷﺍ ﻑﺮﺤﻟﺍ ءﺎﻨﺜﺘﺳﺎﺑ K ـﺑ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﻝﺍﺪﺒﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
K ـﺑ ﺔﻴﻘﺒﺘﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻝﺍﺪﺒﺘﺳﺍﻭ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﻰﻟﻭﻷﺍ N ﺮﺻﺎﻨﻌﻟﺎﺑ ﻅﺎﻔﺘﺣﻼﻟ Python ﺞﻣﺎﻧ
K ﺔﻄﺳﺍﻮﺑ ﺱﻮﻣﺎﻘﻟﺍ ﺮﻳﻭﺪﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﻦﻣ ﻦﻴﻴﻌﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺍﺮًﻇﺎﻨﺘﻣ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺮﺻﺎﻨﻋ ﻊﻴﻤﺟ ﻦﻴﺑ ﻊﻤﺠﻟﺍ ﻝﻼﺧ ﻦﻣ ﻪﻠﻴﻜﺸﺗ ﻢﺗ ﻱﺬﻟﺍ ﻢﻗﺮﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ
ﺱﻮﻣﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﻰﻟﺇ URL ﺕﺎﻤﻠﻌﻣ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺲﻴﻣﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﻦﻴﻌﻣ ﺡﺎﺘﻔﻤﺑ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺢﻴﺗﺎﻔﻤﻟﺍ ﻦﻣ ﺩﺪﻋ ﻰﺼﻗﺄﺑ ﺲﻴﻣﺍﻮﻘﻟﺍ ﺝﺍﺮﺨﺘﺳﻻ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻪﺣﺎﺘﻔﻣ ﺪﺟﻮﻳ ﻱﺬﻟﺍ ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﻯﻮﺼﻘﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻯﺮﺧﻷﺍ ﻒﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﻒﺼﻟﺍ ﺕﺍﺮﺷﺆﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺝﺍﻭﺯﺃ ﻊﻴﻤﺟ ﻉﻮﻤﺠﻣ ﺔﻋﺎﺒﻄﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ Kth ﻒﺻ ﻞﻛ ﺲﻜﻌﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Python ﻲﻓ BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﺪﺤﻣ HTML ﺪﻨﺘﺴﻣ ﻦﻣ ﻥﺍﻮﻨﻌﻟﺍ ﺕﺎﻣﻼﻋ ﻦﻋ ﺚﺤﺑﺍ
PIL ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ ﺩﺎﺠﻳﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﺮﻜﻤﻟﺍ ﺕﺎﻔﻠﻤﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﻟﺪﻟﺍ ﻲﻓ ﻒﻠﻣ ﺮﺒﻛﺃ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Matplotlib ﻦﻣ ﺔﻴﺟﺭﺎﺨﻟﺍ ﻁﺎﻘﻨﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Pandas DataFrame ﺩﻮﻤﻌﻟ ﺔﻳﺮﻴﺸﻌﻟﺍﻭ ﺔﻴﻤﻜﻟﺍ ﺐﺗﺮﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
Newsapi ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺎﺒﺧﻷﺍ ﺓﺭﻭﺭﺎﻗ ﻖﻴﺒﻄﺗ
PyJokes ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺣﺰﻣ ﻖﻴﺒﻄﺗ ءﺎﺸﻧﺇ – Flask ﻉﻭﺮﺸﻣ
ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍﻭ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺍﺮﻴﻄﻟﺍ ﺭﺎﻌﺳﺃ ﻖﻗﺪﻣ
Flipkart ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﺠﺘﻨﻤﻟﺍ ﺭﺎﻌﺳﺃ ﺐﻘﻌﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺰﻴﻣﺮﺘﻟﺍ ﺬﻴﻔﻨﺘﻟ ﺔﻄﻴﺴﺑ ﻕﺮﻃ 5
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺩﺍﻮﻛﻷﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﻒﻨﺼﻣ ءﺎﺸﻧﻹ ﺔﻠﻬﺳ ﺕﺍﻮﻄﺧ 7
(ﻥﻮﺜﻳﺎﺑ ﺬﻴﻔﻨﺗ) CNN ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ﻒﻴﻨﺼﺘﻟ ﻦﻴﺋﺪﺘﺒﻤﻟﺍ ﻞﻴﻟﺩ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ IF ﺓﺭﺎﺒﻋ ﻲﻓ ﺓﺩﺪﻌﺘﻤﻟﺍ ﻁﻭﺮﺸﻟﺍ ﻦﻣ ﻖﻘﺤﺗ
ﺔﻠﺜﻣﻷﺍ ﻊﻣ Python StringIO ﺓﺪﺣﻮﻟ ﻞﻣﺎﻜﻟﺍ ﻞﻴﻟﺪﻟﺍ
Uszipcode ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻊﻗﺍﻮﻤﻠﻟ ﺔﻳﺪﻳﺮﺒﻟﺍ ﺯﻮﻣﺮﻟﺍ ﺐﻠﺟ
Round Robin ﺔﻟﻭﺪﺟ ﻲﻓ ﺔﻨﻴﻌﻤﻟﺍ N ﺕﺎﻴﻠﻤﻋ ﺬﻴﻔﻨﺗ ﺐﻴﺗﺮﺗ ﻦﻋ ﺚﺤﺑﺍ
ﻯﺮﺧﺃ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺘﻟ ﺔﺑﻮﻠﻄﻤﻟﺍ ﺓﺩﺪﺤﻤﻟﺍ ﺕﺎﻴﻠﻤﻌﻟﺍ ﺩﺪﻌﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ
ﺾﻌﺒﻟﺍ ﺎﻤﻬﻀﻌﺒﺑ (ﺔﻠﺴﻠﺳ ﻦﻣ) ﻦﻴﺘﻴﻋﺮﻓ ﻦﻴﺘﻠﺴﻠﺳ ﻝﺪﺒﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺗ Flipkart ﻊﺟﺍﺮﻳ
Flipping Tiles (ﺓﺮﻛﺍﺬﻟﺍ ﺔﺒﻌﻟ) ﻡﺍﺪﺨﺘﺳﺎﺑ Python3
ﻱﺩﺮﻔﻟﺍ ﻝﺎﺳﺭﻹﺍ ﺔﻔﻴﻇﻭ ﺕﺍﻭﺩﺃ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻔﻴﻇﻮﻠﻟ ﺪﺋﺍﺰﻟﺍ ﻞﻴﻤﺤﺘﻟﺍ
ﻂﺋﺎﺳﻮﻛ ﺮﻴﻐﺘﻤﻟﺍ ﻝﻮﻄﻟﺍ ﻭﺫ ﺡﺎﺘﻔﻤﻟﺍ ﺔﻤﻴﻗ ﺝﻭﺯ ﻞﺒﻘﺗ ﻲﺘﻟﺍ ﻒﺋﺎﻇﻮﻟﺍ
G-Fact 19 (ﺔﻴﻘﻄﻨﻤﻟﺍ ﺮﻴﻏ ﺔﻴﺘﺒﻟﺍﻭ ﺔﻴﻘﻄﻨﻤﻟﺍ ﻞﻣﺍﻮﻌﻟﺍ)
Python ﻲﻓ NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻨﻴﻌﻣ ﺭﻭﺬﺟ ﺕﺍﺫ Hermite_e ﺔﻠﺴﻠﺳ ءﺎﺸﻧﺈﺑ ﻢﻗ
ﺓﺩﺪﺤﻤﻟﺍ ﺕﺍﺩﺩﺮﺘﻟﺍ ﺔﻤﺋﺎﻗ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﺇ
ﻥﻮﺜﻴﺑ ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍ ﻲﻓ ﺮﺻﺎﻨﻌﻟﺍ ﻕﺮﻃ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻔﻠﻤﻟﺍ ﻒﺸﻜﺘﺴﻣ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻔﻠﻤﻟﺍ ﺔﻛﺭﺎﺸﻣ ﻖﻴﺒﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺮﻣﺍﺆﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺣﺎﺴﻤﻟﺍ ﻂﻄﺨﻤﻟﺍ ءﻞﻣ
Python Pandas ﻲﻓ ﺎﻬﻧﺎﻜﻣ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺓﺪﻤﻋﺃ ﻲﻓ ﺎﻧءﻞﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﺋﺎﻛ ﺔﻄﺳﺍﻮﺑ ﺔﻣﺪﺨﺘﺴﻤﻟﺍ ﺓﺮﻛﺍﺬﻟﺍ ﺭﺍﺪﻘﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
NumPy ﺔﻓﻮﻔﺼﻣ ﻲﻓ ﺮﺼﻨﻌﻠﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍﻭ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺪﺤﻤﻟﺍ ﻒﻠﻤﻟﺍ ﻰﻟﺇ ﺭﺎﺴﻤﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
NumPy ﻲﻓ ﻦﻴﻌﻣ ﺮﻬﺸﻟ ﻉﻮﺒﺳﻷﺍ ﻡﺎﻳﺃ ﺩﺪﻋ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Datetime.date ﺔﺌﻔﻟ()Fromisoformat ﺔﻔﻴﻇﻭ
ﺔﺑﺫﺎﻜﻟﺍ ﺔﻴﺒﻠﺴﻟﺍ ﻞﺑﺎﻘﻣ ﺔﺑﺫﺎﻜﻟﺍ ﺔﻴﺑﺎﺠﻳﻹﺍ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻠﻤﻌﻟ ﺔﻔﻠﺘﺨﻤﻟﺍ ﺐﻧﺍﻮﺠﻟﺍ ﺡﺮﺷ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ OpenCV ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺭﻮﺼﻟﺍ ﻚﻳﺮﺤﺗ
Python ﻲﻓ Plotpy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺣﻭﺮﺸﻤﻟﺍ ﺓﺭﺍﺮﺤﻟﺍ ﻂﺋﺍﺮﺧ
PyGame ﻲﻓ ﺓﺬﻓﺎﻨﻟﺍ ﻢﺠﺣ ﺮﻴﻴﻐﺘﺑ ﺡﺎﻤﺴﻟﺍ
ﻝﻮﻠﺤﻟﺍﻭ ﺏﺎﺒﺳﻷﺍ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﻮﻘﻔﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ
ﺕﺎﻓﻮﻔﺼﻤﻟﺍﻭ Numpy ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Numpy ﻭ Meshgrid ﻦﻣ ﺽﺮﻐﻟﺍ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺨﻟ ﺔﻴﺋﺎﺼﺣﺇ ﺔﻧﺭﺎﻘﻣ
ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ ﻝﺎﺠﻣ ﻲﻓ ﺔﺠﻣﺮﺑ ﺕﺎﻐﻟ 5 ﻞﻀﻓﺃ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻂﻴﺸﻨﺘﻟﺍ ﺔﻔﻴﻇﻭ ﻢﻬﻓ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﻧﺍﺪﻴﻤﻟﺍ ﻂﺋﺍﺮﺨﻟﺍ ﻢﺳﺭ ﻮﻫ ﺎﻣ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻭﺃ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺭﺎﻈﺘﻧﻻﺍ ﺔﻤﺋﺎﻗ ﻎﻳﺮﻔﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻲﻄﺨﻟﺍ ﺮﺒﺠﻟﺍ ﻖﻴﺒﻄﺗ ﻮﻫ ﺎﻣ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺕﺎﻤﻠﻌﻤﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﻮﻫ ﺎﻣ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﻲﻓ ﻲﺑﺎﻘﻨﻟﺍ ﻒﻴﻨﺼﺘﻟﺍ
Biclustering ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﻲﻓ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﻲﻓ ﺓﺭﺮﻜﺘﻤﻟﺍ ﻁﺎﻤﻧﻷﺍ ﻦﻳﺪﻌﺗ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﻲﻓ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻊﻴﻤﺠﺗ ﻕﺮﻃ
؟ﻡﺩﺎﻘﻟﺍ ﺪﻘﻌﻟﺍ ﻲﻓ ﺎﻨﺗﺎﻴﺣ ﻰﻠﻋ ﻲﻋﺎﻨﻄﺻﻻﺍ ءﺎﻛﺬﻟﺍ ﺮﺛﺆﻴﺳ ﻒﻴﻛ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻦﻋ ﺐﻴﻘﻨﺘﻟﺍ ﻲﻓ ﻁﺎﻤﻧﻷﺍ ﻢﻴﻴﻘﺗ ﻕﺮﻃ
AdaBoostﻭ ﺰﻳﺰﻌﺘﻟﺍ | ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺰﻳﺰﻌﺗ
ءًﺎﻛﺫ ﺮﺜﻛﺃ ﺎﻨﻠﺒﻘﺘﺴﻣ ﻞﻌﺠﻳ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍﻭ ءﺎﻴﺷﻷﺍ ﺖﻧﺮﺘﻧﺇ ﻦﻴﺑ ﻊﻤﺠﻟﺍ ﻥﺇ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﻲﺘﺴﺟﻮﻠﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﻲﻓ ﺔﻔﻠﻜﺘﻟﺍ ﺔﻟﺍﺩ
ﺔﻣﺪﻘﻣ - ﺕﺎﺗﻮﺑﻭﺮﻟﺍ ﺕﺎﻴﻠﻤﻋ ﺔﺘﻤﺗﺃ
ﺖﺑﺎﺜﻟﺍ ﺖﻗﻮﻟﺍ ﻲﻓ ﺓﺩﺪﺤﻤﻟﺍ ﺔﻠﺴﻠﺴﻠﻟ Kth ﻑﺮﺣﻭ ﺮﻳﻭﺪﺘﻟﺍ ﻦﻋ ﺕﺎﻣﻼﻌﺘﺳﻼﻟ Python3 ﺞﻣﺎﻧﺮﺑ
ﺔﻴﺋﺎﻨﺛ ﺔﻠﺴﻠﺴﻟ ﻥﺍﺭﻭﺩ ﻱﺃ ﻲﻓ ﺔﻳﺎﻬﻨﻟﺍﻭ ﺔﻳﺍﺪﺒﻟﺍ ﻲﻓ ﻲﻟﺍﻮﺘﻟﺍ ﻰﻠﻋ ﺔﻋﻮﺿﻮﻤﻟﺍ ﺭﺎﻔﺻﻷﺍ ﺩﺪﻌﻟ
ﻦﻴﻤﻴﻟﺍﻭ ﺭﺎﺴﻴﻠﻟ ﻥﺍﺭﻭﺪﻟﺍ ﺲﻔﻧ ﻪﻟ ﻢﻗﺮﻟ ﻲﻋﺮﻓ ﻞﺴﻠﺴﺗ ﻝﻮﻃﻷ Python3 ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻲﻓ ﺔﻴﻋﺮﻓ ﺔﻠﺴﻠﺳ ﺕﺍﺪﺟﺍﻮﺗ ﻊﻴﻤﺟ ﻦﻋ ﺚﺤﺒﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻠﻟ ﻲﺗﺭﺎﻜﻳﺪﻟﺍ ﺞﺘﻨﻤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﺘﻤﺋﺎﻗ ﻂﺳﻮﺘﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﻞﻳﺪﺒﻟﺍ ﻲﻔﻠﺨﻟﺍ ﺭﺍﺮﻜﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻢﺋﺍﻮﻗ ﻲﻓ ﺔﻠﺧﺪﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻨﺼﺗ
؟ﺔﻠﻳﺪﺑ ﺕﻻﺎﺣ ﻰﻟﺇ ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻞﺳﻼﺳ ﻲﻓ ﺔﻨﻛﺎﺴﻟﺍ ﻑﻭﺮﺤﻟﺍﻭ ﺔﻠﻌﻟﺍ ﻑﻭﺮﺣ ﻞﻳﺪﺒﺗ ﺔﻴﻔﻴﻛ
Python - Bitwise OR ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﻦﻴﺑ
ﺔﻨﻜﻤﻤﻟﺍ N ﺕﺎﻋﻮﻤﺠﻣ ﻊﻴﻤﺟ – ﻥﻮﺜﻳﺎﺑ
ﺔﻴﻟﺯﺎﻨﺗ ﺔﺒﺗﺮﻣ ﺔﻤﺋﺎﻗ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻒﺼﻟﺍ ﺢﻴﺗﺎﻔﻣ ﻖﻳﺮﻃ ﻦﻋ ﻢﻴﻘﻟﺍ ﻊﻴﻤﺠﺗ – ﻥﻮﺜﻳﺎﺑ
؟ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﻲﻓ ﻞﺳﻼﺴﻟﺎﺑ ﺔﺋﺩﺎﺑ/ﺔﻘﺣﻻ ﻕﺎﺤﻟﺇ ﺔﻴﻔﻴﻛ
ﺔﻤﺋﺎﻋ ﺔﻠﺴﻠﺳ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻲﻔﻠﺨﻟﺍ ﻉﻮﻤﺠﻤﻟﺍ - ﺔﻠﻳﺪﺒﻟﺍ ﺔﻬﺒﺠﻟﺍ - ﻥﻮﺜﻳﺎﺑ
؟ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻲﻓ ﺕﺎﻓﺎﺴﻣ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﻮﻔﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﻞﺳﻼﺴﻟﺍ ﺔﻓﺎﻛ ﺔﻟﺍﺯﺈﺑ ﻢﻗ
ﻕﺎﻄﻨﻟﺍ ﺕﺍﺭﺍﺮﻜﺘﻟ ﺮﺼﻨﻌﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻨﻴﻌﻣ ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﻦﻣ ﺓﺭﺮﻜﻤﻟﺍ ﻢﻴﻘﻟﺍ ﺮﻴﻴﻐﺗ
ﻢﺋﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍ ﺩﺪﻋ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﺧﺁ ءﺎﻨﺜﺘﺳﺍ ﻰﻟﺇ ءﺎﻨﺜﺘﺳﺍ ﻊﻓﺭ
؟ﻥﻮﺜﻳﺎﺑ ﻢﺋﺍﻮﻗ ﻲﻓ ءﺎﻀﻴﺑ ﺕﺎﻓﺎﺴﻣ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﺔﻓﺎﻛ ﺔﻟﺍﺯﺇ - ﻥﻮﺜﻳﺎﺑ
ﺔﻴﻋﺮﻔﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﻊﻴﻤﺟ ﻲﻓ ﺔﻛﺮﺘﺸﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﻋﺎﺒﻃ - ﻥﻮﺜﻳﺎﺑ
ﺓﺩﺪﺤﻤﻟﺍ ﺕﺍﻮﻨﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﺔﺴﻴﺒﻜﻟﺍ ﺕﺍﻮﻨﺴﻟﺍ ﺩﺪﻋ ﺔﻋﺎﺒﻃ - ﻥﻮﺜﻳﺎﺑ
ﻑﻮﻔﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻄﻠﺘﺨﻤﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ ﺔﺒﻌﻟ ﺬﻴﻔﻨﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﻲﻓ ﻞﻳﺪﺒﻟﺍ ﺕﺎﺟﺍﺭﺪﻟﺍ ﺏﻮﻛﺭ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻝﻮﻃ ﻂﺳﻮﺘﻣ – ﻥﻮﺜﻳﺎﺑ
Python - ﻦﻣ ﺮﺒﻛﺃ ﺡﺎﺘﻔﻤﻟﺍ ﺔﻤﻴﻗ ﺕﺍﺫ ﺕﻼﺠﺴﻟﺍ K
ﺔﻴﻔﻠﺨﻟﺍ ﺔﻟﺎﻀﻟﺍ ﻑﺮﺣﻷﺍ ﺔﻠﺴﻠﺳ ﻡﺎﺴﻘﻧﺍ - ﻥﻮﺜﻳﺎﺑ
Jumbo GCD Subarray ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﻦﻴﻌﻣ ﻢﻗﺭ ﻰﻠﻋ ﺔﻤﺴﻘﻠﻟ ﺔﻠﺑﺎﻘﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺮﺻﺎﻨﻌﻟ XOR ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
(OTP) ﺓﺪﺣﺍﻭ ﺓﺮﻤﻟ ﺭﻭﺮﻣ ﺔﻤﻠﻛ ءﺎﺸﻧﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟Altair ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻓﺎﺜﻜﻟﺍ ﻂﻄﺨﻣ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
ﺢﺋﺍﺮﺸﻟﺍ ﻦﻣ K ﺩﺪﻌﻟ ﺔﻠﺴﻠﺴﻟ ﺔﻨﻜﻤﻤﻟﺍ ﺢﺋﺍﺮﺸﻟﺍ ﻊﻴﻤﺟ ﻰﻠﻋ ﻝﻮﺼﺤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﺒﻌﻜﻣ ﻦﻣ ءﺎﻀﻔﻟﺍ ﻱﺮﻄﻗﻭ ﺢﻄﺴﻟﺍ ﺔﺣﺎﺴﻣﻭ ﻢﺠﺣ ﻰﻠﻋ ﺭﻮﺜﻌﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻥﻮﺜﻳﺎﺑ ﺔﻋﻮﻤﺠﻣ ﻲﻓ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍﻭ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
CSV ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﺖﻜﻳﺩ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺑﺎﻘﻤﻟﺍ ﺔﻤﻴﻘﻟﺍ ﺕﺍﺮﻣ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺭﺍﺮﻜﺗ ﻖﻳﺮﻃ ﻦﻋ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺱﻮﻣﺎﻘﻟﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣ
ﻞﺳﻼﺳ ﻰﻟﺇ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﺳﻷﺍ ﻰﻟﺇ ﻢﻳﻮﻌﺘﻟﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﺳﻷﺍ ﻰﻟﺇ ﻞﻳﻮﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻴﻧﺎﻣﻭﺮﻟﺍ ﻰﻟﺇ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺔﺤﻴﺤﺼﻟﺍ ﺩﺍﺪﻋﻷﺍ ﺔﻤﺋﺎﻗ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺱﻮﻣﺎﻗ ﻰﻟﺇ XML ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﺼﻧ ﻒﻠﻣ ﻲﻓ ﺔﻏﺭﺎﻔﻟﺍ ﺕﺎﻓﺎﺴﻤﻟﺍ ﺩﺪﻋ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﺼﻧ ﻒﻠﻣ ﻲﻓ ﺕﺎﻤﻠﻜﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﺼﻧ ﻒﻠﻣ ﻲﻓ ﻑﻭﺮﺤﻟﺍﻭ ﺭﻮﻄﺴﻟﺍﻭ ﺔﻠﻌﻟﺍ ﻑﻭﺮﺣ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺲﻜﻌﻟﺍﻭ ﺓﺩﺭﺎﻳ ﻰﻟﺇ ﺭﺎﺘﻣﻷﺍ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻠﺴﻠﺳ ﻲﻓ ﻑﺮﺣﻷﺍ ﺩﺪﻋ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺮﻔﺼﻟﺍ ﻝﻮﺣ ﺭﻮﺤﻤﺘﺗ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺎﻣ ﻢﻗﺮﻟ ﺔﻳﺩﺮﻔﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻞﺴﻠﺴﺗﻭ ﻊﻴﺑﺮﺗ ﻖﻳﺮﻃ ﻦﻋ (OTP) ﺓﺪﺣﺍﻭ ﺓﺮﻤﻟ ﺭﻭﺮﻣ ﺔﻤﻠﻛ ءﺎﺸﻧﻹ P
ipaddress ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﺻًﺎﺧ ﻡﺃ ﺎﻣًﺎﻋ ﺩﺪﺤﻤﻟﺍ IP ﻥﺍﻮﻨﻋ ﻥﺎﻛ ﺍﺫﺇ ﺎﻣ ﺪﻳﺪﺤﺘﻟ Python
ipaddress ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺍﺯًﻮﺠﺤﻣ ﺩﺪﺤﻤﻟﺍ IPv4 ﻥﺍﻮﻨﻋ ﻥﺎﻛ ﺍﺫﺇ ﺎﻣ ﺪﻳﺪﺤﺘﻟ Python ﺞﻣﺎﻧ
ﺔﻴﻤﺠﻨﻟﺍ ﺩﻭﺪﺤﻟﺍ ﺕﺍﺫ ﻡﺎﻗﺭﻸﻟ ﻲﺳﺎﻣ ﻒﺼﻧ ﻂﻤﻧ ﺽﺮﻌﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
Regex ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻤﻗﺮﻟﺍ ﻢﻴﻘﻟﺍﻭ ﺔﺻﺎﺨﻟﺍ ﻑﺮﺣﻷﺍﻭ ﺓﺮﻴﻐﺼﻟﺍﻭ ﺓﺮﻴﺒﻜﻟﺍ ﻑﺮﺣﻷﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎ
Sklearn ﻥﻭﺪﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺎﺒﺘﺧﺍﻭ ﺐﻳﺭﺪﺗ ﻰﻟﺇ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻴﺴﻘﺗ ﺔﻴﻔﻴﻛ
()scikit-learnís Train_test_split ﺔﻔﻴﻇﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻢﻴﺴﻘﺗ ﺔﻴﻔﻴﻛ
؟ﺓﺩﺪﻌﺘﻤﻟﺍ ﺍﺪﻧﺎﺒﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺕﺍﺭﺎﻃﺇ ﺲﻳﺪﻜﺗ ﺔﻴﻔﻴﻛ
؟Pandas DataFrame ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺪﻴﺣﻮﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ MySQL ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ ﻲﻓ XML ﺕﺎﻧﺎﻴﺑ ﻦﻳﺰﺨﺗ ﺔﻴﻔﻴﻛ
؟Pandas DataFrame ﻲﻓ ﻦﻳﺩﻮﻤﻋ ﺡﺮﻃ ﺔﻴﻔﻴﻛ
؟NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻴﻐﺼﻟﺍ ﺩﺍﺪﻋﻸﻟ ﺔﻴﻤﻠﻌﻟﺍ ﺯﻮﻣﺮﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﻊﻨﻣ ﺔﻴﻔﻴﻛ
؟ﺔﻨﻴﻌﻣ NumPy ﺔﻋﻮﻤﺠﻣ ﺓﺪﻤﻋﺃ ﻞﻳﺪﺒﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺩﺪﻋ ﺕﻼﺧﺪﻣ ﺬﺧﺄﺗ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ K ﻢﺠﺤﺑ ﺲﻴﻣﺍﻮﻗ ﻰﻟﺇ ﺱﻮﻣﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻠﻄﻤﻟﺍ ﻢﺠﺤﻟﺍ ﻰﻟﺇ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﻴﻘﻴﻘﺤﻟﺍ ﻢﻴﻘﻟﺍ ﻑﺬﺣ ﺔﻴﻔﻴﻛ
؟SciPy - Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻜﻳﺭ ﻰﻨﺤﻨﻣ ﻢﺳﺭ ﺔﻴﻔﻴﻛ
؟Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ Timeseries ﻰﻟﺇ ﺓﺪﻨﺘﺴﻤﻟﺍ ﺕﺎﻄﻄﺨﻤﻟﺍ ﻢﺳﺭ ﺔﻴﻔﻴﻛ
؟Plotly-Python ﻲﻓ ﺽﺭﺃ ﺔﻌﻄﻗ ﻞﺧﺍﺩ ﺮﻴﻃﺎﺳﻷﺍ ﻊﺿﻭ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﻂﺋﺎﺳﻭ ﺔﻋﺎﺒﻃ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻀﻔﺨﻨﻤﻟﺍﻭ ﺔﻌﻔﺗﺮﻤﻟﺍ ﻑﻭﺮﺤﻟﺍ ﺔﻋﺎﺒﻃ ﺔﻴﻔﻴﻛ
Python - ﻲﻓ ﺓﺩﺮﻔﻣ ﺔﻤﻴﻗ ﺕﺍﺫ ﻢﺋﺍﻮﻗ ﻰﻟﺇ ﺔﻤﺋﺎﻘﻟﺍ ﻞﻳﻮﺤﺗ Tuple
ﺔﻄﻠﺘﺨﻤﻟﺍﻭ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻉﻮﻨﻟﺍ ﻞﻳﻮﺤﺗ - ﻥﻮﺜﻳﺎﺑ
؟ﻪﻴﻛﻮﺒﻟﺍ ﻲﻓ ﻥﺍﻮﻟﻷﺍ ﻲﻘﺘﻨﻣ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
ﻪﻴﻛﻮﺒﻟﺍ ﻲﻓ ﻥﺍﻮﻟﻷﺍ ﻂﻳﺮﺷ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Pygame ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﺍﻮﻟﻷﺍ ﻢﻴﻌﻨﺗ ﺮﻴﺛﺄﺗ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
ﺔﺴﻛﺎﻌﻣ ﺔﻟﺎﺣ ﻰﻟﺇ ﺔﻠﺴﻠﺴﻟﺍ ﻑﺮﺣﺃ ﻞﻳﻮﺤﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻠﻳﺪﺒﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺏﺮﺿ
؟PIL ﻡﺍﺪﺨﺘﺳﺎﺑ ﻯﺮﺧﺃ ﺓﺭﻮﺻ ﻊﻣ ﺔﻓﺎﻔﺷ PNG ﺓﺭﻮﺻ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟Python Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﻙﺮﺘﺸﻤﻟﺍ ﺡﺎﺘﻔﻤﻟﺍ ﺔﻄﺳﺍﻮﺑ TSV ﺕﺎﻔﻠﻣ ﻦﻣ ﺪﻳﺪﻌﻟﺍ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﺣﺍﻭ ﻒﻠﻣ ﻲﻓ ﺓﺩﺪﻌﺘﻣ Excel ﺕﺎﻔﻠﻣ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﺣﺍﻭ ﺪﻠﺠﻣ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺕﺍﺪﻠﺠﻣ ﺞﻣﺩ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻋﺮﻔﻟﺍ ﺕﺍﺪﻠﺠﻤﻟﺍ ﻊﻣ ﺕﺍﺪﻠﺠﻤﻟﺍ ﺔﻤﺋﺎﻗ ﻞﻘﻧ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﻌًﻣ ﻦﻴﻔﻠﻣ ﺢﺘﻓ ﺔﻴﻔﻴﻛ
؟Pygame ﻲﻓ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺔﺒﻌﻠﻟﺍ ﺔﻴﺼﺨﺷ ﻚﻳﺮﺤﺗ ﺔﻴﻔﻴﻛ
؟ﺓﺩﺪﻌﺘﻣ ﺓﺪﻤﻋﺃ ﺐﺴﺣ PySpark DataFrame ﺐﻠﻃ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻲﻠﺤﻤﻟﺍ HTML ﻒﻠﻣ ﻞﻴﻠﺤﺗ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻨﻴﻌﻣ ﺓﺪﻘﻋ ﺔﻤﺳ ﺕﻼﻴﺜﻣ ﺏﺎﺴﺣﻭ XML ﻞﻴﻠﺤﺗ ﺔﻴﻔﻴﻛ
ﺍﺪﻧﺎﺑ ﺔﺒﺘﻜﻣﻭ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﻬﺳﻷﺍ ﺭﺎﻌﺳﺄﺑ ﺆﺒﻨﺘﻠﻟ ﺝﺫﻮﻤﻧ ءﺎﻨﺑ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Raspberry Pi GPIO ﺲﻴﺑﺎﺑﺩ ﻲﻓ ﻢﻜﺤﺘﻟﺍ
Plotly Dashﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻰﻠﻋ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺘﻟ ﻢﻜﺤﺗ ﺔﺣﻮﻟ ءﺎﺸﻧﺇ
Scikit-Learnﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﻮﻤﻧ ﺮﻳﻮﻄﺗ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ Whoosh ﺔﺒﺘﻜﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺼﻧ ﺚﺤﺑ ﻙﺮﺤﻣ ﺮﻳﻮﻄﺗ
ﺕﺎﺒﻠﻄﻟﺍ ﺔﺒﺘﻜﻣﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻮﻟﺍ ﻒﺣﺍﺯ ﺮﻳﻮﻄﺗ
ﺔﻄﺨﻟﺍ ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ crontab ﻒﻠﻣ ﺔﺑﺎﺘﻛ
ccxt ﺔﺒﺘﻜﻣﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺮﻔﺸﻤﻟﺍ ﺕﻼﻤﻌﻟﺍ ﻝﻭﺍﺪﺘﻟ ﺕﻮﺑﻭﺭ ءﺎﺸﻧﺇ
Pandas ﺔﺒﺘﻜﻣﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻠﻟ ﺔﻘﺒﺴﻤﻟﺍ ﺔﺠﻟﺎﻌﻤﻠﻟ ﺐﻴﺑﺎﻧﺃ ﻂﺧ ءﺎﻨﺑ
PyTorch ﺔﺒﺘﻜﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﺝﺫﺎﻤﻧ ءﺎﻨﺑ
dlib ﺔﺒﺘﻜﻣﻭ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻩﻮﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ ﻡﺎﻈﻧ ءﺎﻨﺑ
OpenCV ﺔﺒﺘﻜﻣﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻩﻮﺟﻮﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻟﺍ ﻡﺎﻈﻧ ءﺎﻨﺑ
Scikit-Learnﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ءﻼﻤﻌﻟﺍ ﺕﺎﺒﻠﻘﺘﺑ ﺆﺒﻨﺘﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻠﻟ ﺝﺫﻮﻤﻧ ءﺎﻨﺑ
BERTﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺌﺳﻷﺍ ﻰﻠﻋ ﺔﺑﺎﺟﻺﻟ ﻡﺎﻈﻧ ءﺎﻨﺑ
YOLO ﺔﻴﻣﺯﺭﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻘﻴﻘﺤﻟﺍ ﺖﻗﻮﻟﺍ ﻲﻓ ءﺎﻴﺷﻷﺍ ﻦﻋ ﻒﺸﻜﻠﻟ ﻡﺎﻈﻧ ءﺎﻨﺑ
LightFM ﺔﺒﺘﻜﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻴﺻﻮﺘﻟﺍ ﻙﺮﺤﻣ ءﺎﻨﺑ
PyGame ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻄﻴﺴﺑ ﺔﺒﻌﻟ ءﺎﻨﺑ
Python Pandas ﻲﻓ "not in"ﻭ "in" ﻞﻴﻐﺸﺘﻟﺍ ﻞﻣﺍﻮﻋ ﻡﺍﺪﺨﺘﺳﺎﺑ DataFrame ﻲﻓ ﺔﻤﻴﻗ ﺩﻮﺟﻭ
ﻮﻐﻧﺎﺟ ﻲﻓ ﺔﻔﻴﻇﻮﻟﺍ ﻰﻠﻋ ﺔﻤﺋﺎﻘﻟﺍ ﺽﺮﻌﻟﺍ ﻕﺮﻃ ﻞﺑﺎﻘﻣ ﻞﺼﻔﻟﺍ ﻰﻠﻋ ﺔﻤﺋﺎﻘﻟﺍ ﺽﺮﻌﻟﺍ ﻕﺮﻃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Qiskit ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻣﻮﻤﻜﻟﺍ ﺓﺮﺋﺍﺪﻟﺍ ﻊﻣ ﺔﻴﻜﻴﺳﻼﻜﻟﺍ ﺔﻴﻘﻄﻨﻤﻟﺍ ﺮﻴﻏ ﺕﺎﺑﺍﻮﺒﻟﺍ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﻝﺩﺎﺒﺘﻤﻟﺍ ﺡﺮﻄﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻪﺳﺮﻬﻔﺑ ﺔﻴﻋﺮﻓ ﺔﻤﺋﺎﻗ ﻲﻓ ﺮﺼﻨﻋ ﻞﻛ ﺏﺮﺿﺍ-ﻥﻮﺜﻳﺎﺑ
ﺔﻳﺍﺪﺒﻟﺍ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﺩﺪﺤﻤﻟﺍ ﺮﺼﻨﻌﻟﺍ ﻞﻘﻧﺍ - ﻥﻮﺜﻳﺎﺑ
ﻡﺎﻗﺭﻷﺍﻭ ﺔﻠﺴﻠﺴﻟﺍ ﻦﻣ ﺔﻄﻠﺘﺨﻣ ﺔﻤﺋﺎﻗ ﻲﻓ ﺢﻴﺤﺻ ﺩﺪﻋ ﺏﺮﺿ - ﻥﻮﺜﻳﺎﺑ
ﺖﺑﺎﺛ ﺭﺍﺪﻘﻤﺑ ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﺔﻤﻴﻗ ﺏﺮﺿﺍ
ﻢﺠﺤﻟﺍ ﺐﺴﺣ ﺔﺋﺩﺎﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ - ﻥﻮﺜﻳﺎﺑ
ﻦﻴﻌﻣ ﻑﺮﺣ ﻞﺒﻗ ﺔﺋﺩﺎﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ - ﻥﻮﺜﻳﺎﺑ
ﻲﺴﻴﺋﺭ ﺱﻮﻣﺎﻗ ﻞﻛ ﻰﻠﻋ ﺔﻴﻠﻤﻌﻟﺍ ﺬﻴﻔﻨﺗ - ﻥﻮﺜﻳﺎﺑ
ﺔﻠﺴﻠﺴﻟﺍ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﺕﺍﺮﺷﺆﻣ ﻝﺍﺪﺒﺘﺳﺍ - ﻥﻮﺜﻳﺎﺑ
ﻲﺳﺎﺒﺳ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﻤﺠﻟﺍ ﺔﺋﺰﺠﺗ ﺬﻴﻔﻨﺗ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﺋﺎﻘﻟﺍ ﺔﻳﺎﻬﻧ ﻰﻟﺇ ﺮﺼﻨﻋ ﻞﻘﻧ ﺔﻴﻔﻴﻛ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺮﺼﻨﻌﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻊﺿﻮﻣ – ﻥﻮﺜﻳﺎﺑ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺔﺋﺩﺎﺒﻟﺍ ﺡﺎﺘﻔﻣ ﺔﻘﺑﺎﻄﻣ - ﻥﻮﺜﻳﺎﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﻡﺎﻗﺭﻷﺍ ﺔﻓﺎﻛ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻦﻴﻌﻣ ﻕﺎﻄﻧ ﺝﺭﺎﺧ ﺔﻴﻋﺮﻔﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﻊﻴﻤﺟ ﺔﻟﺍﺯﺈﺑ ﻢﻗ
ﻢﺋﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ k ﺩﻮﻤﻌﻟﺍ ﺞﺘﻨﻣ - ﻥﻮﺜﻳﺎﺑ
Python - ﻦﻴﻌﻣ ﺱﺮﻬﻓ ﻲﻓ ﺮﺼﻨﻌﻟﺍ ﺔﻟﺍﺯﺇ ﺪﻌﺑ ﺔﻤﺋﺎﻘﻟﺍ ﺔﻋﺎﺒﻃ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ ﺔﻳﻮﻟﻭﻷﺍ ﺡﺎﺘﻔﻣ ﻦﻴﻴﻌﺗ - ﻥﻮﺜﻳﺎﺑ
ﺔﺌﻃﺎﺧ ﺔﻤﻴﻗ ﻰﺘﺣ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻉﻮﻤﺠﻣ ﺔﺋﺩﺎﺑ - ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﺋﺩﺎﺒﻟﺍ ﺞﺘﻨﻣ - ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺕﺎﻌﺑﺮﻤﻟﺍ ﺞﺘﻨﻣ – ﻥﻮﺜﻳﺎﺑ
N ﻰﺘﺣ ﺔﻴﺋﺎﺠﻬﻟﺍ ﻑﻭﺮﺤﻟﺍ ﺔﻋﺎﺒﻃ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺔﻤﺋﺎﻘﻟﺍ ﺭﺎﻄﻗﺃ ﺔﻋﺎﺒﻃ
Python - ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﺔﻤﻠﻛ ﻖﺑﺎﻄﻳ ﺞﻣﺎﻧﺮﺑ "g" ﻑﺮﺤﺑ ﺔﻋﻮﺒﺘﻣ e ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﺜﻛﺃ ﻭﺃ ﺪﺣﺍﻭ r
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Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻣﻼﻋ ﻭﺃ ﻁﻮﻄﺨﻛ ﺔﻤﻈﻨﻣ ﺮﻴﻏ ﺔﺜﻠﺜﻣ ﺔﻜﺒﺷ ﻢﺳﺭﺍ
Python ﻲﻓ Arcade ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﺳًﻮﻗ ﻢﺳﺭﺍ
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ﻞﺗﺮﺗ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻌﺑﺮﻤﻟﺍ ﺓﺮﺋﺍﺩ
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.ﻲﺒﻴﺗﺮﺘﻟﺍ ﺎﻬﻤﻗﺮﺑ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﻝﺪﺒﺘﺳﺍ - ﻥﻮﺜﻳﺎﺑ
ﺪﺣﺍﻭ ﺖﻗﻭ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﻑﺮﺣﺃ ﻝﺍﺪﺒﺘﺳﺍ - ﻥﻮﺜﻳﺎﺑ
ﺓﺪﻤﻋﻷﺍ ﻂﺳﻮﺘﻤﺑ NaN ﻢﻴﻗ ﻝﺪﺒﺘﺳﺍ ﻥﻮﺜﻳﺎﺑ
Python - ﺔﻓﻮﻔﺼﻤﻟﺍ ﻲﻓ ﺮﻔﺼﺑ ﺔﺒﻟﺎﺴﻟﺍ ﺔﻤﻴﻘﻟﺍ ﻝﺍﺪﺒﺘﺳﺍ numpy
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K ـﺑ ﻢﻴﻗﺮﺘﻟﺍ ﺕﺎﻣﻼﻋ ﻝﺍﺪﺒﺘﺳﺍ - ﻥﻮﺜﻳﺎﺑ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻝﺰﻳﺪﻟﺍﻭ ﻮﺗﻭﺃ ﺕﺍﺭﻭﺩ ﺔﺟﺬﻤﻧ
Queue.LIFOQueue ﻞﺑﺎﻘﻣ Collections.Deque ﻥﻮﺜﻴﺑ ﻲﻓ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻡﺎﻗﺭﻷﺍ ﻉﻮﻤﺠﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻥﻮﺴﻜﻳﺭﺇﻭ ﻎﻨﻴﻟﺮﻴﺘﺳ ﺕﺍﺭﻭﺩ ﺔﺟﺬﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻱﺩﺪﻌﻟﺍ ﻞﻣﺎﻜﺘﻠﻟ ﺔﻓﺮﺤﻨﻤﻟﺍ ﻪﺒﺷ ﺓﺪﻋﺎﻘﻟﺍ ﺔﺟﺬﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺭﺍﺮﺤﻟﺍ ﺔﻴﻜﻴﻣﺎﻨﻳﺪﻟﺍ ﺎﻴﺑﻭﺮﺘﻧﻻﺍ ﺔﺟﺬﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﻮﻠﻳﺎﺗ ﻝﻭﺪﺟ ﺔﻘﻳﺮﻃ ﺔﺟﺬﻤﻧ
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Python ﻲﻓ Apache Spark ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ
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ﺕﺎﻧﺎﻴﺒﻟﺍ ﺓﺩﺎﻳﺯ ﻲﻓ ﺺﻧ ﻰﻟﺇ ﺺﻨﻟﺍ ﻞﻘﻧ ﻝﻮﺤﻣ ﺭﻭﺩ
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Python - ﺮﺻﺎﻨﻋ ﺔﻟﺍﺯﺈﺑ ﻢﻗ K ﻁﻭﺮﺸﻟﺍ ﺾﻌﺒﻟ ﺔﻘﺑﺎﻄﻤﻟﺍ ﻰﻟﻭﻷﺍ
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Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺳﻼﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻦﻣ ﻦﻴﻌﻣ ﻑﺮﺣ ﺔﻟﺍﺯﺈﺑ ﻢﻗ
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ﺔﻴﻟﻭﻷﺍ K ﺩﻮﻤﻌﻟﺍ ﺮﺻﺎﻨﻋ ﺔﻟﺍﺯﺇ - ﻥﻮﺜﻳﺎﺑ
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Python - ﻦﻣ ﺍءًﺪﺑ ﺱﻮﻣﺎﻘﻟﺍ ﻦﻣ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﻟﺍﺯﺇ K
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Pythonﻭ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻭﺰﺨﻤﻟﺍ ﺐﻠﻄﺑ ﺆﺒﻨﺘﻟﺍ
ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺗ ﻲﻓ ﺐﻧﺍﻮﺠﻟﺍ ﺔﺟﺬﻤﻧ ﻢﻬﻓ
Pandas ﻲﻓ ﺪﺣﺍﻭ ﺩﻮﻤﻋ ﻲﻓ ﻦﻴﻴﺼﻧ ﻦﻳﺩﻮﻤﻋ ﻰﻟﺇ ﻢﻀﻧﺍ
NLTK ﻡﺍﺪﺨﺘﺳﺎﺑ N-gram ﺔﻐﻟ ﺔﺟﺬﻤﻧ
Python Pandas ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﻌﺘﻣ ﺕﺎﻔﻠﻣ ﻦﻣ Excel ﺕﺎﻧﺎﻴﺑ ﻰﻟﺇ ﻡﺎﻤﻀﻧﻻﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Matplotlib ﻥﺍﻮﻟﻷﺍ ﻂﻳﺮﺷ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
Turicreate ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻟﺎﻌﻟﺍ ﺔﻴﻟﺎﻤﻟﺍ ﺔﻌﻓﺍﺮﻟﺍ ﺔﻄﻘﻧ ﻢﻬﻓ
؟ﺔﻴﺋﺎﻘﻠﺘﻟﺍ ﺔﻴﻄﺑﺍﺮﺘﻟﺍ ﺔﻴﺒﺼﻌﻟﺍ ﺕﺎﻜﺒﺸﻟﺍ ﻲﻫ ﺎﻣ
؟ﻲﺒﻴﺠﻟﺍ ﺝﺫﻮﻤﻨﻟﺍ ﻲﻓ ﺔﻴﻔﻴﻄﻟﺍ ﺓﺮﻣﺍﺆﻤﻟﺍ ﻲﻫ ﺎﻣ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ Matplotlib ﻲﻓ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﻂﻄﺨﻣ ﻥﻮﻟ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻞﻜﺷ ﻲﻓ ﻥﺍﻮﻨﻌﻟﺍ ﻂﺧ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻲﻓ ﻲﻧﺎﻴﺒﻟﺍ ﻢﺳﺮﻟﺍ ﺓﺮﻣﺍﺆﻤﻟ ﻂﺨﻟﺍ ﺽﺮﻋ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
ﻲﻘﻴﻘﺤﻟﺍ ﻢﻟﺎﻌﻟﺍ ﻝﺎﺜﻣ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻜﻓﺎﻛ ﺔﺘﻤﺗﺃ
CodeMonitor ﻡﺍﺪﺨﺘﺳﺎﺑ Keras ﺝﺫﺎﻤﻧ ﺔﺒﻗﺍﺮﻣ
keras.fit() ﻭ keras.fit_generator()
K-Means ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﻴﻟﺍ ﻂﺨﺑ ﺔﺑﻮﺘﻜﻤﻟﺍ ﻡﺎﻗﺭﻷﺍ ﺕﺎﻧﺎﻴﺑ ﻰﻠﻋ ﻊﻴﻤﺠﺘﻟﺍ Scikit-Learn ﻲﻓ P
k-ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺭﺎﺠﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ ﺏﺮﻗﺃ
Y ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺝﺫﻮﻤﻨﻟﺍ ﺔﺤﺻ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﺔﻟﻭﺮﻬﻟﺍ
؟ﺬﻴﺒﻨﻟﺍ ﺓﺩﻮﺠﺑ ﺆﺒﻨﺘﻠﻟ ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Tensorflow ﻊﻣ Tensor ﻰﻟﺇ ﺔﻣﺪﻘﻣ
(SVM) ﺔﻬﺠﺘﻤﻟﺍ ﺓﺰﻬﺟﻷﺍ ﻢﻋﺪﻟ ﺔﻣﺪﻘﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ JSON ﻊﻣ ﻥﻭﺰﺨﻤﻟﺍ ﺓﺭﺍﺩﺇ
Bottle Framework ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ Joke ﻖﻴﺒﻄﺗ
Visual Studio Code ﻲﻓ Jupyter Notebook ﻖﺤﻠﻣ
n ﺩﺎﻌﺑﻷﺍ ﺕﺍﺫ ءﺎﻀﻔﻟﺍ ﺔﻓﻮﻔﺼﻤﻟ ﺔﻴﺟﻭﺰﻟﺍ ﺕﺎﻓﺎﺴﻤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
Python - ﻦﻣ ﺔﻠﻤﺘﺤﻤﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺩﺪﻋ String
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﺔﻗﺎﻄﻟﺍ ﻞﺠﺴﻟ ﻲﻌﻴﺒﻄﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﺓﻮﻘﻠﻟ ﻲﻌﻴﺒﻄﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺎﺼﺣﻹﺍ ﻲﻓ ﻒﺋﺎﻇﻮﻟﺍ ﻊﻳﺯﻮﺗ - ﺓﻮﻘﻟﺍ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺳ ﺔﻤﺋﺎﻗ ﻲﻓ ﺔﺋﺩﺎﺒﻟﺍ ﺩﺩﺮﺗ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ ﻢﺴﺠﻟﺍ ﺔﻣﻼﻋ ﻦﻣ ﺺﻨﻟﺍ ﻞﻛ ﺝﺍﺮﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺟﻮﺟ ﻂﺋﺍﺮﺧ ﻦﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻠﺤﻤﻟﺍ HTML ﺕﺎﻔﻠﻣ ﻦﻣ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺍﺮﻘﻔﻟﺍ ﻂﺸﻛ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺓﺩﺪﻌﺘﻣ ﻁﻭﺮﺷ ﻊﻣ()NumPy Where ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻪﻧﺎﻜﻣ ﻲﻓ() Pandas ﻖﻴﺒﻄﺗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟() qcut ﻭ() ﺍﺪﻧﺎﺒﻟﺍ ﻊﻄﻗ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟IQR ﻊﻣ ﺍﺪﻧﺎﺒﻟﺍ ﺢﺷﺮﻣ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﻞﻴﻤﺤﺗﻭ ﻆﻔﺤﻟ Pickle ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Boxplot ﻦﻳﻮﻠﺘﻟ Seaborn ﻥﺍﻮﻟﺃ ﺔﺣﻮﻟ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻧﺎﺛ ﻲﻠﻴﻣ ﻊﻣ strptime ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Eclipse ﻲﻓ Python ـﻟ ﺮﺷﺎﺒﻤﻟﺍ ﺰﻴﻣﺮﺘﻟﺍ ﺓﺰﻴﻣ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟PyGame ﻲﻓ ﺎﻫﺮﻳﻭﺪﺗﻭ ﺓﺭﻮﺼﻟﺍ ﻢﺠﺣ ﺮﻴﻴﻐﺘﻟ ﺱﻭﺎﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Python3 ﻲﻓ ﺕﺍﺮﻴﻐﺘﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Google Cloud ﻦﻣ Vision API ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟BeautifulSoup ﻊﻣ Xpath ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Pyspark ﺕﺎﻧﺎﻴﺑ ﺩﻮﻤﻋ ﻉﻮﻧ ﻦﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻗﺮﻔﺘﻣ ﺔﻓﻮﻔﺼﻣ ﺭﻮﺼﺗ ﺔﻴﻔﻴﻛ
؟Pandas ﺕﺎﻧﺎﻴﺑ ﺭﺎﻃﺇ ﻲﻓ ﺓﺪﻤﻋﻷﺍ ﻦﻣ ﺪﻳﺰﻤﻟﺍ ﺔﻳﺅﺮﻟ ﺝﺍﺮﺧﻹﺍ ﺽﺮﻋ ﻊﻴﺳﻮﺗ ﺔﻴﻔﻴﻛ
؟helloworld ـﻟ ﺔﻄﻴﺴﺑ Flask ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺔﻬﺟﺍﻭ ﺐﺘﻜﺗ ﻒﻴﻛ
؟Python3 ﻲﻓ ﺕﺎﻘﻴﻠﻌﺘﻟﺍ ﺐﺘﻜﺗ ﻒﻴﻛ
؟Python ﻡﺍﺪﺨﺘﺳﺎﺑ TSV ـﻛ Pandas DataFrame ﺐﺘﻜﺗ ﻒﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ HTML ﻒﻠﻣ ﻰﻟﺇ ﺔﺑﺎﺘﻜﻟﺍ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻢﺋﺍﻮﻘﻟﺍ ﻦﻣ ﻦﻴﺘﻤﺋﺎﻗ ﻂﻐﺿ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ - ﻥﺎﻴﻜﻟﺍ ﻞﻳﻮﺤﺗﻭ HTML ﻒﻴﻈﻨﺗ
ﻥﻮﺜﻳﺎﺑ - Tkinter ﻲﻓ()iconphoto ﺔﻘﻳﺮﻃ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻠﺴﻠﺴﻟ ﺔﺳﻮﻜﻌﻤﻟﺍ ﺓﺭﻮﺼﻟﺍ ﻦﻋ ﺚﺤﺑﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﻉﻮﻤﺠﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﻞﺠﺴﻟﺍ ﻢﻴﻗ ﻉﻮﻤﺠﻣ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻬﻗﻮﻓ ﺔﺑﺎﺘﻜﻟﺍﻭ ﺕﺍﺪﻠﺠﻤﻟﺍﻭ ﺕﺎﻔﻠﻤﻟﺍ ﻞﻘﻧ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﻭﺎﺴﺘﻤﻟﺍ Tuple ﻑﻮﻔﺻ ﻞﻳﺪﻌﺗ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺴﻴﺋﺮﻟﺍ ﺪﻠﺠﻤﻟﺍ ﻰﻟﺇ ﺔﻴﻋﺮﻔﻟﺍ ﺕﺍﺪﻠﺠﻤﻟﺍ ﻦﻣ ﺕﺎﻔﻠﻤﻟﺍ ﻊﻴﻤﺟ ﻞﻘﻧﺍ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻳﺪﻌﺘﻟﺍﻭ ءﺎﺸﻧﻹﺍ ﺦﻳﺭﺎﺘﺑ ﺓﺎﻤﺴﻤﻟﺍ ﻞﺋﻻﺪﻟﺍ ﻰﻟﺇ ﺕﺎﻔﻠﻤﻟﺍ ﻞﻘﻧﺍ
GTK+ 3 ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻈﺣﻼﻤﻟﺍ ﺮﺘﻓﺩ
ﺔﻘﺑﺎﻄﺘﻤﻟﺍ ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﺔﻴﻋﺮﻔﻟﺍ ﺔﻓﻮﻔﺼﻤﻟﺍ ﻦﻣ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻞﺠﺴﻟﺍ ﺔﻤﻴﻗ ﺔﻤﺋﺎﻗ ﻞﻛ ﻲﻓ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻒﺼﻟﺍ ﺔﻤﺋﺎﻗ ﺔﻤﻴﻘﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺞﺘﻨﻤﻟﺍ ﺝﻭﺰﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻴﻔﻠﺨﻟﺍ ﺔﻳﺎﻬﻨﻟﺍ ﻰﻟﺇ ﺔﻤﻠﻜﻟﺍ ﻞﻘﻧﺍ - ﻥﻮﺜﻳﺎﺑ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻦﻴﺘﻤﺋﺎﻗ ﺔﻔﻋﺎﻀﻣ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻤﺋﺎﻘﻟﺍ ﻲﻓ ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺏﺮﺿ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ N ﺮﺼﻨﻋ ﻞﻛ ﻲﻓ K ﺏﺮﺿﺍ
OLS ﺺﺨﻠﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻄﺨﻟﺍ ﺭﺍﺪﺤﻧﻻﺍ ﺞﺋﺎﺘﻧ ﺮﻴﺴﻔﺗ
ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻴﻠﺤﻤﻟﺍ ﺕﺎﻗﻼﻌﻟﺍ ﺔﻜﺒﺷ ﻢﻬﻓ
؟ﻖﻴﻤﻌﻟﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ PointNet ﻮﻫ ﺎﻣ
؟ﻲﻟﻵﺍ ﻢﻠﻌﺘﻟﺍ ﻲﻓ Weibull Hazard ﺓﺮﻣﺍﺆﻣ ﻲﻫ ﺎﻣ
ﺱﻮﻣﺎﻘﻟﺍ ﺢﻴﺗﺎﻔﻤﻟ ﺔﻤﻴﻘﻟﺍ ﻥﺍﺮﻗﻹ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻤﺋﺎﻘﻠﻟ ﺩﺪﻌﺘﻤﻟﺍ ﻊﺿﻮﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﻑﻮﻔﺻ ﻲﻓ ﺓﺩﺪﻌﺘﻤﻟﺍ ﺓﺪﻤﻋﻷﺍ ﺯﺮﻓ - ﻥﻮﺜﻳﺎﺑ
ﺓﺩﺪﻌﺘﻤﻟﺍ ﺢﻴﺗﺎﻔﻤﻠﻟ ﻊﻤﺠﻤﻟﺍ ﻊﻤﺠﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻬﺑﺎﺸﺘﻤﻟﺍ ﺢﻴﺗﺎﻔﻤﻟﺍ ﺔﻤﻴﻗ ﺔﻤﺋﺎﻗ ﺮﺻﺎﻨﻋ ﺮﺒﻋ ﺏﺮﻀﻟﺍ - ﻥﻮﺜﻳﺎﺑ
ﺔﻌﻃﺎﻘﺘﻤﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﺮﺻﺎﻨﻋ ﺝﺍﻭﺯﺃ ﻊﻴﻤﺟ ﺔﻔﻋﺎﻀﻣ - ﻥﻮﺜﻳﺎﺑ
Tuple ﺓﺩﺮﻔﻣ ﺔﻤﻴﻘﻟ ﺔﻠﺧﺍﺪﺘﻣ ﺔﻤﺋﺎﻗ - ﻥﻮﺜﻳﺎﺑ
ﻢﺋﺍﻮﻘﻟﺍ ﻦﻣ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺕﻼﺠﺴﻟﺍ ﺔﻤﺋﺎﻗ - ﻥﻮﺜﻳﺎﺑ
ءﻲﺷﻼﻟﺍ ﺮﻴﻏ ﺮﺻﺎﻨﻌﻟﺍ ﺕﺍﺮﺷﺆﻣ - ﻥﻮﺜﻳﺎﺑ
Python - ﻑﺮﺤﻟ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺮﻴﻏ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ N ﺭﺮﻜﺘﻤﻟﺍ
ﺔﻠﺧﺍﺪﺘﻣ ﺮﻴﻏ ﺔﻴﺋﺍﻮﺸﻋ ﺕﺎﻗﺎﻄﻧ - ﻥﻮﺜﻳﺎﺑ
Python - ﻝﻮﻄﻟﺍ ﻊﻣ ﺔﻴﻋﺮﻔﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺎﻬﻴﻓ ﻖﺑﺎﻄﺘﺗ ﻲﺘﻟﺍ ﻊﺿﺍﻮﻤﻟﺍ ﺩﺪﻋ K
ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻤﻠﻜﻠﻟ ﻂﺋﺎﺳﻮﻛ ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﺮﻳﺮﻤﺗ
Python ﻲﻓ urllibﻭ regex ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻭ ﻊﻗﻮﻣ ﻞﻴﻠﺤﺗ
ﻢﺋﺍﻮﻘﻟﺍ ﻲﻓ ﻪﺑﺎﺸﺘﻟﺍ ﺔﺒﺴﻧ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ (PSNR) ءﺎﺿﻮﻀﻟﺍ ﻰﻟﺇ ﺓﺭﺎﺷﻺﻟ ﺓﻭﺭﺬﻟﺍ ﺔﺒﺴﻧ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ
ﺱﺮﻬﻔﻟﺍ ﻲﻓ ﺪﺟﺍﻮﺘﻟﺍ ﺔﺒﺴﻧ - ﻥﻮﺜﻳﺎﺑ
()Python time ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻁﺎﻤﻧﻷﺍ ءﺎﺸﻧﺇ
Python Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺋﺎﺳﺮﻟﺍ ﺮﻴﻔﺸﺗ ﻚﻓﻭ ﺮﻴﻔﺸﺗ
ﻲﻤﺠﻌﻤﻟﺍ ﺐﻴﺗﺮﺘﻟﺎﺑ ﺔﻴﺋﺎﺠﻬﻟﺍ ﻑﻭﺮﺤﻟﺍ ﺔﻤﺋﺎﻗ ءﺎﺸﻧﻹ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺩﺍﺪﻌﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺰﻴﻤﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺕﺍﺫ ﺔﻴﻋﺮﻔﻟﺍ ﺕﺎﻋﻮﻤﺠﻤﻟﺍ ﺩﺪﻌﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﺞﻣﺩ
ﻢﺋﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺕﺍﺭﺍﺮﻜﺘﻟﺍ ﺞﻣﺩ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ Prefixﻭ Suffix ﻊﻣ ﻦﻴﺘﻠﺴﻠﺳ ﺞﻣﺩ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺲﻴﻣﺍﻮﻘﻟﺍ ﻦﻣ ﻦﻴﺘﻤﺋﺎﻗ ﺞﻣﺩ
N ﺔﻴﺋﺍﻮﺸﻌﻟﺍ ﻑﻮﻔﺼﻟﺍ ﺔﻤﺋﺎﻗ - ﻥﻮﺜﻳﺎﺑ
ﺔﻄﻠﺘﺨﻣ ﺔﻴﺟﻭﺯ ﻞﺳﻼﺳ ﺔﻤﺋﺎﻗ ﻲﻓ ﻲﻤﻗﺭ ﺯﺮﻓ - ﻥﻮﺜﻳﺎﺑ
Numpy ﺔﻓﻮﻔﺼﻤﻟﺍ ﺩﻮﻤﻋ ﻑﺬﺣ - ﻥﻮﺜﻳﺎﺑ
ﺕﻼﺠﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺙﻭﺪﺤﻟﺍ ﺩﺍﺪﻋ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻝﺎﻳﻮﻣ ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻲﻣﺎﻏﺎﻛﺎﻧ ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺎﺼﺣﻹﺍ ﻲﻓ ﻲﺒﻠﺴﻟﺍ ﻦﻳﺪﺤﻟﺍ ﻭﺫ ﻞﺼﻔﻨﻤﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻱﺰﻛﺮﻤﻟﺍ ﺮﻴﻏ ﻱﺎﻛ ﻊﺑﺮﻣ ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻱﺰﻛﺮﻤﻟﺍ ﺮﻴﻏ F ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻱﺰﻛﺮﻤﻟﺍ ﺮﻴﻏ T ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻲﻌﻴﺒﻄﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﻱﺩﺎﻌﻟﺍ ﻲﺴﻜﻌﻟﺍ ﻲﺳﻮﻐﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﺎﻬﻇﺇ
Python ﻲﻓ Heapdictﻭ Queue ﺓﺪﺣﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﻮﻟﻭﻷﺍ ﺭﺎﻈﺘﻧﺍ ﺔﻤﺋﺎﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ProcessPoolExecutor ﺔﺌﻓ
MySQLﻭ Python Flask ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺼﺨﺸﻟﺍ ﻒﻠﻤﻟﺍ ﻖﻴﺒﻄﺗ
ﻦﻣﺰﻟﺍﻭ ﺔﻴﻟﻭﻷﺍ ﺔﻋﺮﺴﻟﺍﻭ ﺔﻴﺋﺎﻬﻨﻟﺍ ﺔﻋﺮﺴﻟﺍﻭ ﻉﺭﺎﺴﺘﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﻨﺴﻟﺎﺑ ﺮﻤﻌﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻧﺍﻮﺜﻟﺍ ﻦﻣ ﺔﻨﺴﻟﺍﻭ ﺮﻬﺸﻟﺍﻭ ﺦﻳﺭﺎﺘﻟﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻦﻴﻌﻣ ﻢﻗﺭ ﻊﺑﺮﻣ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻟﺎﻤﺟﻹﺍ ﺮﺟﻷﺍ ﺏﺎﺴﺤﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
K ﻱﻭﺎﺴﺗ ﺖﻧﺎﻛ ﺍﺫﺇ ﺱﻮﻣﺎﻘﻟﺍ ﺔﻤﻴﻗ ﺮﻴﻴﻐﺘﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻝﺩﺎﺒﺘﻣ ﻞﻜﺸﺑ ﺔﻜﻜﻔﻣ ﻞﺳﻼﺴﻟﺍ ﻊﻴﻤﺟ ﻥﺃ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻨﻣﺰﻟﺍ ﻕﺎﻄﻨﻟﺍ ﻲﻓ ﺦﻳﺭﺎﺘﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﻲﻟﺍﻮﺘﻟﺍ ﻰﻠﻋ ﺮﺒﻛﺃ ﻭﺃ ﺮﻐﺻﺃ ﺭﻮﺤﻤﻟﺍ ﻦﻴﻤﻳﻭ ﺭﺎﺴﻳ ﻰﻠﻋ ﺓﺩﻮﺟﻮﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖ
(ﺪﺣﺍﻭ ﻂﺧ) ﺍﺮًﻇﺎﻨﺘﻣ ﻢﻗﺮﻟﺍ ﻥﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
ﺔﺤﻟﺎﺻ ﺮﻴﻏ ﻭﺃ IPv6 ﻭﺃ IPv4 ﻲﻫ ﺓﺩﺪﺤﻤﻟﺍ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ Python ﺞﻣﺎﻧﺮﺑ
ﻦﻴﺘﻤﺋﺎﻗ ﻲﻓ ﺔﻘﺣﻼﻟﺍ - ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺔﺋﺩﺎﺒﻟﺍ ﻦﻣ ﻖﻘﺤﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ
؟Seaborn ﻡﺪﺨﺘﺴﻧ ﻥﺃ ﺐﺠﻳ ﺍﺫﺎﻤﻟﻭ Seaborn ﻮﻫ ﺎﻣ
؟ﺔﻳﺮﺤﺒﻟﺍ ﺔﺒﺘﻜﻤﻟﺍ ﺕﺎﺒﻠﻄﺘﻣ ﻲﻫ ﺎﻣ
؟ﺔﻳﺮﺤﺒﻟﺍ ﺔﺒﺘﻜﻤﻠﻟ ﺔﻤﻬﻤﻟﺍ ﺕﺍﺰﻴﻤﻤﻟﺍ ﻲﻫ ﺎﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻤﻬﻤﻟﺍ ﺕﺎﻧﺎﻴﺑ ﻦﻣ ﺔﻔﻠﺘﺨﻣ ﻝﺎﻜﺷﺃ
Python3 ﻲﻓ ﺔﻔﻠﺘﺨﻤﻟﺍ ﺝﺍﺮﺧﻹﺍﻭ ﻝﺎﺧﺩﻹﺍ ﺕﺎﻴﻨﻘﺗ
matplotlibﻭ ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻔﻠﺘﺨﻣ ﺕﺎﻄﻴﻄﺨﺗ
ﺢﻴﺗﺎﻔﻤﻟﺍ ﺐﺴﺣ ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﺯﺮﻔﻟ ﺔﻔﻠﺘﺨﻣ ﻕﺮﻃ
Python ﻲﻓ Instance Variable ﻰﻟﺇ ﻝﻮﺻﻮﻠﻟ ﺔﻔﻠﺘﺨﻣ ﻕﺮﻃ
NumPy ﺔﻓﻮﻔﺼﻣ ﻰﻟﺇ ﻥﻮﺜﻳﺎﺑ ﺱﻮﻣﺎﻗ ﻞﻳﻮﺤﺘﻟ ﺔﻔﻠﺘﺨﻣ ﻕﺮﻃ
()Itertools.zip_longest-ﻥﻮﺜﻳﺎﺑ
()Monthdays2calendar ﺔﻘﻳﺮﻃ :ﻥﻮﺜﻳﺎﺑ ﻢﻳﻮﻘﺗ ﺓﺪﺣﻭ
()yeardayscalendar ﺔﻘﻳﺮﻃ :ﻥﻮﺜﻳﺎﺑ ﻢﻳﻮﻘﺗ ﺓﺪﺣﻭ
Matplotlib.figure.Figor.draw() ﻥﻮﺜﻳﺎﺑ ﻲﻓ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ()Lower ﻭ()casefold ﻦﻴﺑ ﻕﺮﻔﻟﺍ
ﺕﺎﻧﺎﻴﺒﻟﺍ ﻞﻣﺎﻜﺗ – ﺕﺎﻧﺎﻴﺒﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ
Python ﻲﻓ NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﻱﺩﺪﻌﻟﺍ ﺩﺪﻌﻟﺎﺑ ﺰﻳﺎﻤﺗ ﻞﻛ ﺏﺮﺿﻭ Hermite ﺔﻠﺴﻠﺳ ﻦﻴﺑ ﻖﻳﺮﻔﺘﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺙﺭﻭﻭﺮﺘﺑ ﻲﻤﻗﺮﻟﺍ ﻕﺎﻄﻨﻟﺍ ﺢﺷﺮﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺙﺭﻭﻭﺮﺘﺑ ﺢﺷﺮﻣ ﺾﻓﺮﻳ ﻲﻤﻗﺮﻟﺍ ﻕﺎﻄﻨﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺮﻳﺮﻤﺘﻟﺍ ﻲﻟﺎﻋ ﻲﻤﻗﺮﻟﺍ ﺙﺭﻭﻭﺮﺘﺑ ﺢﺷﺮﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺙﺭﻭﻭﺮﺘﺑ ﺔﻴﻤﻗﺮﻟﺍ ﺔﻀﻔﺨﻨﻤﻟﺍ ﺕﺍﺩﺩﺮﺘﻟﺍ ﺢﺷﺮﻣ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻲﻓ ﻯﺮﺧﺃ ﻰﻠﻋ Hermite ﺔﻠﺴﻠﺳ ﻢﻴﺴﻘﺘﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺛﺎﻤﻣ ﺔﻴﺴﻴﺋﺭ ﺔﻤﻴﻗ ﻢﺋﺍﻮﻗ ﻰﻟﺇ ﻢﺋﺍﻮﻘﻟﺍ ﻞﻳﻮﺤﺗ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tuple ﺮﺻﺎﻨﻋ ﺲﻜﻋ ﺔﻴﻔﻴﻛ
ﺱﻮﻣﺎﻘﻟﺍ ﻲﻓ Tuple ﺔﻤﻴﻗ ﺞﺘﻨﻣ - ﻥﻮﺜﻳﺎﺑ
ﻢﺠﺤﻟﺍ ﺔﻳﻭﺎﺴﺘﻤﻟﺍ ﺮﻴﻏ ﺔﻓﻮﻔﺼﻤﻟﺍ ﺩﻮﻤﻌﻟ ﻰﻧﺩﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
Python - ﺩﺩﺮﺗ Tuple (ﺐﻴﺗﺮﺘﻟﺍ ﻦﻋ ﺮﻈﻨﻟﺍ ﺾﻐﺑ) ﺪﻳﺮﻔﻟﺍ
Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ Tukey-Lambda ﻊﻳﺯﻮﺗ ﺭﺎﻬﻇﺇ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﻹﺍ ﻲﻓ ﺪﺣﻮﻤﻟﺍ ﻞﺼﻔﻨﻤﻟﺍ ﻊﻳﺯﻮﺘﻟﺍ ﺭﺎﻬﻇﺇ
ﺔﻴﺋﺎﺠﻬﻟﺍ ﻑﻭﺮﺤﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ K ﺔﻋﺎﺒﻄﻟ ﺞﻣﺎﻧﺮﺑ
ﺹﺎﺧ ﻑﺮﺣ ﻱﺃ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﺔﻠﺴﻠﺴﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻠﻟ ﺞﻣﺎﻧﺮﺑ
tkinter ﺕﺍﺭﺎﻴﺧ ﺔﻤﺋﺎﻗ ﻦﻳﻮﻜﺘﻟ ﺓﺰﺟﻮﻣ ﺔﻘﻳﺮﻃ
Tkinter ﺓﺬﻓﺎﻧ ﻰﻟﺇ ﺐﻳﻮﻟﺍ ﺢﻔﺼﺘﻣ ﺓﺬﻓﺎﻧ ﻒﺿﺃ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻒﺻ ﻞﻛ ﻲﻓ ﺕﺎﻴﻤﺴﺘﻟﺍﻭ ﺭﺍﺭﺯﻷﺍ ﺓﺍﺫﺎﺤﻤﺑ ﻢﻗ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ Treeview ﻰﻟﺇ ﻱﺩﻮﻤﻋ ﺮﻳﺮﻤﺗ ﻂﻳﺮﺷ ﻕﺎﻓﺭﺈﺑ ﻢﻗ
؟tkinter ﻲﻓ() Toplevel ﻦﺋﺎﻛ ﺩﻮﺟﻭ ﻦﻣ ﻖﻘﺤﺗ
ﺔﻣﺰﺤﻟﺍ ﺔﺳﺪﻨﻫ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﺋﺎﻘﻠﺘﻟﺍ ءﺎﻔﺧﻺﻟ Tkinter ﻲﺷﺎﻤﻗ ﺮﻳﺮﻤﺗ ﻂﻳﺮﺷ ءﺎﺸﻧﺈﺑ ﻢﻗ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻝﻮﻄﻟﺍ ﺱﺎﺳﺃ ﻰﻠﻋ ﺔﻧﻮﻠﻣ ﻁﻮﻄﺧ ءﺎﺸﻧﺇ
Tkinter ﻲﻓ ﺔﻘﻠﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﻌﺘﻣ ﺭﺎﻴﺘﺧﺍ ﺕﺎﻧﺎﺧ ءﺎﺸﻧﺇ
ﻲﺋﺮﻤﻟﺍ ﻭﺃ ﻰﻠﻋﻷﺍ ﻲﻓ ﺩﻮﺟﻮﻤﻟﺍ Tkinter ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻋ ﺩﺪﺣ
tkinter ﻲﻓ url ﻥﺍﻮﻨﻋ ﻦﻣ ﺭﻮﺼﻟﺍ ﺽﺮﻋ
tkinter ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺛﺪﺤﻤﻟﺍ ﻝﺎﺧﺩﻹﺍ ﺕﺍﺭﺎﺷﺇ ﺽﺮﻋ
Tkinter Combobox ﻦﻣ ﻢﻴﻘﻠﻟ ﺩﺪﻌﺘﻤﻟﺍ ﺪﻳﺪﺤﺘﻟﺍ ﻦﻴﻜﻤﺗ
Tkinter ﻲﻓ ﺎﺛًﺪﺣ ﻲﻋﺪﺘﺴﺗ ﻲﺘﻟﺍ ﺔﻌﻄﻘﻟﺍ ﻑﺮﻌﻣ ﻰﻠﻋ ﻞﺼﺣﺍ
ﺔﻘﻠﺣ ﻦﻣ Tkinter ﻝﺎﺧﺩﺇ ﻰﻠﻋ ﻞﺼﺣﺍ
؟Tkinter Entry ﻡﺪﺨﺘﺴﻣ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻋ ﻦﻣ ﺺﻨﻟﺍ ﺮﻴﻐﺘﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺪﻳﺮﺗ ﻞﻫ
Python ﻲﻓ Tkinter ـﺑ ﺹﺎﺨﻟﺍ ﻢﺋﺍﻮﻘﻟﺍ ﻂﻳﺮﺷ ﺔﻟﺍﺯﺇ ﻭﺃ ءﺎﻔﺧﺇ
؟ﺔﻴﻨﻣﺰﻟﺍ ﻞﺳﻼﺴﻟﺍ ﺕﺎﻧﺎﻴﺑ ﺭﻮﺼﺘﻟ Tkinter ﻡﺍﺪﺨﺘﺳﺍ ﻲﻨﻨﻜﻤﻳ ﻒﻴﻛ
؟ﺓﺩﺪﻌﺘﻣ ﺕﺎﻔﻠﻣ ﻰﻟﺇ Python Tkinter ﺩﻮﻛ ﻢﻴﺴﻘﺘﺑ ﻡﻮﻗﺃ ﻒﻴﻛ
؟filedialog.asksaveasfile ﻡﺍﺪﺨﺘﺳﺎﺑ ﻪﺗﺩﺪﺣ ﻱﺬﻟﺍ ﻒﻠﻤﻟﺍ ﻰﻟﺇ ﺐﺘﻛﺃ ﻒﻴﻛ
؟Tkinter ﻲﻓ ﺺﻨﻟﺍ ﺓﺍﺩﺃ ﻰﻟﺇ xscrollbar ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﺔﻴﻋﺮﻓ ﺔﻤﺋﺎﻗ ﻰﻟﺇ ﻮﻳﺩﺍﺮﻟﺍ ﺭﺍﺭﺯﺃ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ
؟ﺔﻘﻠﺣ ﻲﻓ ﻪﻠﻴﻐﺸﺗ ﻢﺗ ﻱﺬﻟﺍ Tkinter ﺭﺯ ﺺﻧ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﻲﻓ ءﻲﺷ ﻞﻛ ﻥﻮﻟ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟ﺔﻈﻓﺎﺤﻟﺍ ﻰﻟﺇ Tkinter ﺵﺎﻤﻗ ﻦﻣ ﺓﺭﻮﺻ ﺦﺴﻧ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ Treeview ﺓﺍﺩﺃ ﻲﻓ ﺩﻮﻤﻌﻟﺍ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﻞﻴﻄﻌﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻜﺒﺸﻟﺍ ﺔﻔﻴﻇﻭ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻔﻠﺘﺨﻣ ﺭﻮﺻ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ TKinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺒﺳﺎﺤﻟﺍ ﺔﻟﻵﺍ ﻲﻓ ﻡﺎﻗﺭﻷﺍ ﺽﺮﻋ ﺔﻴﻔﻴﻛ
؟Python Tkinter ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﻲﻓ Cartopy ﻦﻴﻤﻀﺗ ﺔﻴﻔﻴﻛ
؟Tkinter Python GUI ﻲﻓ ﺱﻭﺎﻤﻟﺎﺑ ﺮﻘﻨﻟﺍ ﻦﻣ ﺔﺒﻳﺮﻘﻟﺍ ﺕﺎﻣﻼﻌﻟﺍ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﺔﻴﻔﻴﻛ
؟Python Tkinter Text ﺓﺍﺩﺃ ﻦﻣ ﺩﺪﺤﻤﻟﺍ ﺺﻨﻟﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﻲﺴﻴﺋﺮﻟﺍ ﺭﺎﻃﻹﺍ ﻢﺳﺍ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟Tkinter ﺔﻜﺒﺷ ﻲﻓ ﺓﺪﻳﺪﺟ ﻑﻮﻔﺻ ﺝﺍﺭﺩﺇ ﺔﻴﻔﻴﻛ
؟Python Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﺪﺤﻣ csv. ﻒﻠﻣ ﺢﺘﻔﻳ ﺭﺯ ﻞﻌﺟ ﺔﻴﻔﻴﻛ
؟ﺮﻄﺳﻷﺍ ﻞﺻﺍﻮﻓ ﻊﻣ ﺮﻬﻈﻳ ﺪﺣﺍﻭ Tkinter Listbox ﺮﺼﻨﻋ ﻞﻌﺟ ﺔﻴﻔﻴﻛ
؟ﺕﺎﻴﻤﺴﺘﻟﺍﻭ ﺭﺍﺭﺯﻷﺍ ﻲﻓ ﺎﻴًﺋﺎﻘﻠﺗ Python Tkinter ﺺﻧ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺔﻴﻔﻴﻛ
؟ﺙﺍﺪﺣﻷﺍ ﺐﺴﺣ Tkinter Canvas ﻲﻓ ﺕﺎﻣﻼﻌﻟﺍ ﻞﻳﺪﻌﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﻯﺮﺧﺃ ﻰﻟﺇ ﺔﺌﻓ ﻦﻣ ﺩﺎﻌﺑﻷﺍ ﺔﻴﺋﺎﻨﺛ ﺔﻋﻮﻤﺠﻣ ﺮﻳﺮﻤﺗ ﺔﻴﻔﻴﻛ
؟3 ﻥﻮﺜﻴﺑ ﻲﻓ tkinter ﺓﺬﻓﺎﻧ ﻊﺿﻮﻣ ﺮﻛﺬﺘﺗ ﻒﻴﻛ
؟Python ﻲﻓ Tkinter ﺵﺎﻤﻗ ﻦﻣ ءﺎﻀﻴﺒﻟﺍ ﺔﺣﺎﺴﻤﻟﺍ ﺔﻟﺍﺯﺇ ﺔﻴﻔﻴﻛ
؟Tkinter ﻊﻣ ﺥﻮﺴﻨﻤﻟﺍ ﻒﻠﻤﻟﺍ ﻢﺳﺍ ﺩﺍﺩﺮﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ScrolledText ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻋ ﻦﻣ ﺺﻨﻟﺍ ﺩﺍﺩﺮﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﺓﺮﺋﺍﺩ (ﻞﺧﺍﺩ ﻭﺃ) ﻝﻮﺣ ﺺﻨﻟﺍ ﺮﻳﻭﺪﺗ ﺔﻴﻔﻴﻛ
؟Python Tkinter ﻲﻓ ﺎﻬﻟ ﺮﺼﺣ ﻻ ﺕﺍﺮﻣ ﻭﺃ ﺎﻴًﺋﺎﻘﻠﺗ ﺓﺩﺪﺤﻣ ﺔﻔﻴﻇﻭ ﻞﻴﻐﺸﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﺺﻨﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻌﻟ ﻑﺮﺣﻷﺎﺑ ﺽﺮﻌﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ ﻦﻴﻴﻌﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﺢﻴﺤﺻ ﻞﻜﺸﺑ ﺵﺎﻤﻘﻟﺍ ﻢﺠﺣ ﻂﺒﺿ ﺔﻴﻔﻴﻛ
؟Tkinter Entry ﺓﺍﺩﺃ ﻲﻓ ﺺﻨﻟﺍ ﺔﻳﺎﻬﻧ ﺔﻳﺅﺮﻟ ﻂﺒﻀﻟﺍ ﺔﻴﻔﻴﻛ
؟Tkinter ﺵﺎﻤﻗ ﻰﻠﻋ ﺽﺭﺃ ﺔﻌﻄﻗ ﺚﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﺺﻨﻟﺍ ﻦﻋ ﺚﺤﺒﻟﺍ ﺔﻘﻳﺮﻃ ﻲﻓ ﻱﺩﺎﻌﻟﺍ ﺮﻴﺒﻌﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟Tkinter Scale ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺮﺼﻨﻌﻟ ﺮﻳﺮﻤﺘﻟﺍ ﻂﻳﺮﺸﻟ ﺔﺤﻴﺤﺼﻟﺍ ﺮﻴﻏ ﺔﻤﺋﺎﻌﻟﺍ ﻢﻴﻘﻟﺍ ﻡﺍ
؟ﺓﺬﻓﺎﻧ ﻥﻭﺪﺑ Tkinter ﺭﺍﻮﺣ ﻒﻠﻣ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
Python/Tkinter ﻰﻟﺇ ﺪﻨﺘﺴﻤﻟﺍ ﺹﻮﺼﻨﻟﺍ ﺭﺮﺤﻣ ﻲﻓ ﺺﻨﻠﻟ ﻲﺋﺎﻘﻠﺘﻟﺍ ﻝﺎﻤﻛﻹﺍ ﺬﻴﻔﻨﺗ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ Tkinter ﻢﺋﺍﻮﻗ ﻂﻳﺮﺷ ﻲﻓ ﺰﻣﺭ ﻚﻳﺪﻟ ﻥﻮﻜﻳ ﻥﺃ ﻦﻜﻤﻤﻟﺍ ﻦﻣ ﻞﻫ
Tkinter ﺕﺎﻌﺒﺘﺘﺑ ﺔﻄﺒﺗﺮﻤﻟﺍ ﻝﺎﺼﺗﻻﺍ ﺩﺭ ﻒﺋﺎﻇﻭ ﺩﻮﻴﻗ
؟Tkinter Python ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻉﺎﻔﺗﺭﺍ ﺱﺎﻴﻗ
؟Tkinter ﺔﻜﺒﺸﻟﺍ ﺮﻳﺪﻣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺬﻓﺎﻨﻟﺍ ﻢﺠﺣ ﻰﻟﺇ ﺔﻴﻔﻠﺨﻟﺍ ﺓﺭﻮﺻ ﻢﺠﺣ ﺮﻴﻴﻐﺗ ﺪﻳﺮﺗ ﻞﻫ
Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ Python Tkinter ﻲﻓ ﺔﺷﺎﺸﻟﺍ ﺔﻗﺩ ﻦﻋ ﺔﻠﻘﺘﺴﻤﻟﺍ ﻝﺎﻜﺷﻷﺍ ﺭﺎﻬﻇﺇ
Tkinter ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻴﺟﺎﺤﻟﺍ ﻝﻭﺪﺟ
Tkinter ﻝﺎﺧﺩﺇ ﺓﺍﺩﺃ ﻲﻓ ﺓﺩﺎﻋﻹﺍﻭ ﻊﺟﺍﺮﺘﻟﺍ
؟()tkinter/tk ﻦﻳﻮﻜﺗ ﺔﻘﻳﺮﻃ ﺕﺎﻤﻠﻌﻣ ﻲﻫ ﺎﻣ
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ﺮﺘﻨﻜﺗ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻭﺭﻭﺩﻮﻣﻮﺑ ءﺎﺸﻧﺇ
ﻒﺼﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﻲﻨﻌﻳ ﺩﻮﻤﻋ - ﻥﻮﺜﻳﺎﺑ
Python - ﻢﺠﺤﻟﺍ ﺕﺍﺫ ﻢﺋﺍﻮﻘﻟﺍ ﻲﻓ ﻭٍﺎﺴﺘﻣ ﺮﻴﻏ ﺓﺪﻤﻋﻷﺍ ﻊﻤﺟ
ﻢﺋﺍﻮﻘﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ ﺩﻮﻤﻌﻟﺍ ﺞﺘﻨﻣ - ﻥﻮﺜﻳﺎﺑ
ﺔﻠﺧﺍﺪﺘﻤﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﻢﻴﻜﺤﻟﺍ ﺩﻮﻤﻌﻟﺍ ﻉﻮﻤﺠﻣ - ﻥﻮﺜﻳﺎﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻊﻴﺿﺍﻮﻤﻟﺍ ﻦﻴﺑ ﻞﺻﺍﻮﺘﻟﺍ
؟ﺎﻫﺮﻴﺴﻔﺗ ﻡﺃ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻊﻴﻤﺠﺗ ﻢﺗ ﻞﻫ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﻼﺠﺴﻟﺍ ﺔﻓﺎﻛ ﺔﻠﺴﻠﺳ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺱﻮﻣﺎﻘﻟﺍ ﻢﻴﻗ ﻢﺋﺍﻮﻗ ﺔﻠﺴﻠﺳ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺪﺣﺍﻭ ﺔﻠﺴﻠﺳ ﻰﻟﺇ ﻑﺮﺣﻷﺍ ﺔﻓﻮﻔﺼﻣ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
Python - ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻞﺴﻠﺴﺘﺑ ﻢﻗ N ﺔﻠﺴﻠﺴﻟﺍ ﺔﻤﺋﺎﻗ ﻲﻓ
ﺔﻴﻟﺎﺘﺘﻤﻟﺍ ﻑﺮﺣﻷﺍ ﻦﻴﺑ ﻕﺮﻔﻠﻟ ﻰﺼﻗﻷﺍ ﺪﺤﻟﺍ - ﻥﻮﺜﻳﺎﺑ
.ﺕﺎﻧﺎﻴﺒﻠﻟ ﻲﺋﺮﻤﻟﺍ ﻞﻴﺜﻤﺘﻟﺍ ﻰﻠﻋ ﻂﻄﺨﻤﻠﻟ ﻉﺎﻔﺗﺭﻻﺍ ﻰﻟﺇ ﺽﺮﻌﻟﺍ ﺔﺒﺴﻧ ﺮﻴﻴﻐﺗ ﺮﻴﺛﺄﺗ ﺶﻗﺎﻧ
؟ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻳﺮﺸﻋ ﺔﻴﺳﺍﺪﺳ ﺔﻠﺴﻠﺳ ﻰﻟﺇ Bytearray ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻨﺋﺎﻜﻟﺍ ﺕﻻﺎﺼﺗﻼﻟ ﻞﻴﻛﻮﻟﺍ ﻢﻴﻤﺼﺗ ﻂﻤﻧ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ OpenAI ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﻮﺼﻟﺍ ءﺎﺸﻧﺇ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ChatGPT API ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟tkinter ﻲﻓ ﻁﻮﻐﻀﻤﻟﺍ ﺭﺰﻟﺍ ﻦﻣ ﺔﻜﺒﺸﻟﺍ ﺕﺎﻣﻮﻠﻌﻣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟Pygame ﻲﻓ Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﺝﺫﻮﻤﻨﻟﺍ ﻝﺎﺧﺩﺇ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟tkinter ﻲﻓ "ﻂﺑﺮﻟﺍ" ﺮﻣﺃ ﻲﻄﺨﺗ ﻡﺪﻋ ﻦﻣ ﺪﻛﺄﺘﻟﺍ ﺔﻴﻔﻴﻛ
؟Python/Tk ﺞﻣﺎﻧﺮﺑ ﻲﻓ ﺺﻨﻟﺍ ﺪﻳﺪﺤﺗ ﻞﻴﻄﻌﺗ ﺔﻴﻔﻴﻛ
؟Tkinter ﺵﺎﻤﻗ ﻲﻓ ﺔﻴﻋﺮﻓ ﺔﻠﺴﻠﺳ ﻦﻳﻮﻠﺗ ﺔﻴﻔﻴﻛ
؟ﺔﻤﺋﺎﻘﻟﺍ ﻝﺎﺧﺩﺇ ﻦﻣ ﺔﻤﺋﺎﻗ ﻊﺑﺮﻣ ءﺎﺸﻧﺈﺑ Tkinter ـﻟ ﺡﺎﻤﺴﻟﺍ ﺔﻴﻔﻴﻛ
tkinter ﺺﻨﻟﺍ ﺓﺍﺩﺄﺑ ﺔﻄﺒﺗﺮﻤﻟﺍ ﺕﺎﻣﻼﻌﻟﺍ ﻊﻴﻤﺟ ﻰﻠﻋ ﻞﺼﺣﺍ
tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﺎﻴًﻜﻴﻣﺎﻨﻳﺩ ﺭﺎﻴﺘﺧﻻﺍ ﺕﺎﻌﺑﺮﻣ ﻒﺿﺃ
Tkinter ﻲﻓ ﺔﻴﺳﺎﺳﻷﺍ ﺔﻤﻠﻜﻟﺍ ﻰﻠﻋ ءًﺎﻨﺑ ﺺﻨﻟﺍ ﻦﻣ ﻦﻴﻌﻣ ﺮﻄﺴﻟ ﻥﻮﻠﻟﺍ ﺰﻴﻴﻤﺘﺑ ﻢﻗ
Tixﻭ Tkinter ﻊﻣ ﻞﻤﻌﻟﺍ ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Tkinter ﻲﻓ "askyesno"ﻭ "askquestion" ﻦﻴﺑ ﻕﺮﻔﻟﺍ
Tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﺭﺍﺭﺯﻸﻟ ﻝﺎﺼﺗﺍ ﺩﺭ ﺕﺎﻴﻠﻤﻋ ءﺎﺸﻧﺇ
Tkinter ﻲﻓ ﻝﺎﺧﺩﻹﺍ ﻝﻮﻘﺣ ﻦﻣ ﺮﻴﻐﺘﻣ ﺩﺪﻋ
؟ﺔﻣﺪﺨﺘﺴﻤﻟﺍ ﺓﺮﻴﻐﺘﻤﻟﺍ Tkinter ﺔﺌﻔﻟ ﻰﻟﻭﻷﺍ ﺔﻄﻴﺳﻮﻟﺍ ﻲﻫ ﺎﻣ
Tkinter ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﻰﻟﺇ ﻲﻠﻌﻔﻟﺍ ﺖﻗﻮﻟﺍ ﺝﺍﺮﺧﺇ ﻊﻣ ﺔﻴﻠﻤﻌﻟﺍ ﻞﻴﻐﺸﺘﺑ ﻢﻗ
Tkinter ﻲﻓ ﺙﺪﺤﻟﺍ ﻒﺋﺎﻇﻭ ﻕﻮﻓ ﺱﻭﺎﻤﻟﺎﺑ ﺔﻤﺋﺎﻗ ﻞﻤﻋ
Tkinter ﺓﺬﻓﺎﻧ ﻰﻠﻋ Grid Manager ﻡﺍﺪﺨﺘﺳﺎﺑ ﺮﻳﺮﻤﺘﻟﺍ ﻂﻳﺮﺷ ﺬﻴﻔﻨﺗ
Python ﻲﻓ Pygame Surface ﻦﻣ Tkinter ﻲﻓ ﺓﺭﻮﺼﻟﺍ ﻞﻴﻤﺤﺘﺑ ﻢﻗ
؟ﺓﺪﺣﺍﻭ Tkinter ﺭﺬﺟ ﺓﺬﻓﺎﻧ ﻲﻓ TTK ﻦﻴﺘﻔﻠﺘﺨﻣ ﻦﻴﺘﻤﺳ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟tkSimpleDialog.askstring ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟ﺔﻄﻘﻨﻟﺍ ﻊﻣ ﺔﻴﺳﺎﻴﻘﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻡﺰﺣ ﺚﻳﺪﺤﺗ ﺔﻴﻔﻴﻛ
؟ﺔﻟﺪﺴﻨﻤﻟﺍ ﺔﻤﺋﺎﻘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﻠﺠﻤﻟﺍ ﻲﻓ ﻒﻠﻤﻟﺍ ﺢﺘﻔﻟ Tkinter ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟tkinterguizero ﻢﺋﺍﻮﻗ ﻂﻳﺮﺷ ﺺﻴﺼﺨﺗﻭ ﻢﻴﻤﺼﺗ ﺔﻴﻔﻴﻛ
؟Python Tkinter ﻲﻓ ﻢﻜﺤﺘﻟﺍ ﺓﺪﺣﻭﻭ ﺽﺮﻌﻟﺍ ﻞﺼﻓ ﺔﻴﻔﻴﻛ
؟ﺕﺎﻨﺋﺎﻜﻟﺍ ﻢﻴﻗ ﺚﻳﺪﺤﺗﻭ ﺔﻘﻠﺣ ﻲﻓ tkinter ﺕﺍﺭﺎﻃﺇ ﻞﻤﻋ ﺔﻴﻔﻴﻛ
؟Tkinter ﻲﻓ ﺓﺩﺪﻌﺘﻤﻟﺍ ﺭﺎﻴﺘﺧﻻﺍ ﺭﺍﺭﺯﺃ ﺔﻟﺎﺣ ﻰﻠﻋ ﻝﻮﺼﺤﻟﺍ ﺔﻴﻔﻴﻛ
؟Tkinter ﻖﻴﺒﻄﺗ ﻰﻠﻋ ﺔﻄﺤﻤﻟﺍ ﻰﻟﺇ ﻉﺎﻤﺘﺳﻻﺍ ﺔﻴﻔﻴﻛ
؟tkinter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﺻﻷﺍ ﺝﺭﺎﺧ ﺭﺰﻟﺍ ﻞﻘﻧ ﺔﻴﻔﻴﻛ
؟ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻋﻮﺿﻮﻤﻟﺍ ﺕﺎﻋﺎﺟﺮﺘﺳﻻﺍ ﺕﺎﻴﻠﻤﻋ ﻲﻘﻠﺗ ﺔﻴﻔﻴﻛ
ﺩﺪﺤﻣ ﻒﺻ ﻰﻠﻋ ﻱﻮﺘﺤﺗ Numpy ﺔﻓﻮﻔﺼﻤﻟﺍ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺗ
؟ﻲﻋﺎﻤﺠﻟﺍ ﻢﻠﻌﺘﻠﻟ ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
؟BeautifulSoup ﻡﺍﺪﺨﺘﺳﺎﺑ ﺪﻘﻌﻟﺍ ءﺎﻨﺑﺃ ﻰﻠﻋ ﺭﻮﺜﻌﻟﺍ ﺔﻴﻔﻴﻛ
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ﻮﻐﻧﺎﺟ ﻲﻓ LinkedIn ﻰﻠﻋ ﺔﻴﻋﺎﻤﺘﺟﻻﺍ ﺔﻗﺩﺎﺼﻤﻟﺍ
VIM ﻭPython – ﺔﻨﺠﻟﺍ ﻲﻓ ﻊﻨﺻ ﻖﺑﺎﻄﺗ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺟﺭﺎﺨﻟﺍ ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ﻦﻣ ﺔﻳﺮﺨﺴﻟﺍ
ﺔﻴﻤﻫﻭ ﻡﺩﺍﻮﺧ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺟﺭﺎﺨﻟﺍ ﺕﺎﻘﻴﺒﻄﺘﻟﺍ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ﺭﺎﺒﺘﺧﺍ
Redis ﻊﻣ ﻮﻐﻧﺎﺟ ﻲﻓ ﺖﻗﺆﻤﻟﺍ ﻦﻳﺰﺨﺘﻟﺍ
Ansibleﻭ Fabric ﻡﺍﺪﺨﺘﺳﺎﺑ Django ﺮﺸﻧ ﺕﺎﻴﻠﻤﻋ ﺔﺘﻤﺗﺃ
ﺓﺭﻭﺭﺎﻘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺰﻣﺮﻟﺍ ﻰﻟﺇ ﺓﺪﻨﺘﺴﻤﻟﺍ ﺔﻗﺩﺎﺼﻤﻟﺍ
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API Gatewayﻭ AWS Lambda ﻡﺍﺪﺨﺘﺳﺎﺑ ﺩﻮﻜﻟﺍ ﻢﻴﻴﻘﺗ
Docker ﻡﺍﺪﺨﺘﺳﺎﺑ ﺖﻧﺮﺘﻧﻹﺎﺑ ﻝﺎﺼﺗﺍ ﻥﻭﺩ Python ﺮﺸﻧ ﺕﺎﻴﻠﻤﻋ ﻂﻴﺴﺒﺗ
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ﻥﻮﺜﻳﺎﺑ ﺕﺎﻨﺋﺎﻜﻟ ﻖﻴﻤﻌﻟﺍ ﺦﺴﻨﻟﺍ ﻞﺑﺎﻘﻣ ﻞﺤﻀﻟﺍ ﺦﺴﻨﻟﺍ
ﻡﻮﻴﻨﻴﻠﻴﺴﻟﺍﻭ ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺔﺜﻳﺪﺤﻟﺍ ﺐﻳﻮﻟﺍ ﺔﺘﻤﺗﺃ
(ﻞﻴﻟﺪﻟﺍ) Matplotlib ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺒﻟ ﻂﻴﻄﺨﺘﻟﺍ
؟(GIL) ﻲﻤﻟﺎﻌﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻢﺟﺮﺘﻣ ﻞﻔﻗ ﻮﻫ ﺎﻣ
ﻦﻳﻮﻜﺘﻴﺒﻟﺍ ﺭﺎﻌﺳﺃ ﺕﺍﺭﺎﻌﺷﺇ :ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﻉﻭﺮﺸﻣ
Python IDEs (ﻞﻴﻟﺪﻟﺍ) ﺩﺍﻮﻛﻷﺍ ﻭﺭﺮﺤﻣﻭ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﻼﻜﻟﺍ ﻰﻠﻋ ﻑﺮﻌﺘﻠﻟ ﻲﺋﺎﻬﻨﻟﺍ ﻞﻴﻟﺪﻟﺍ
NumPyﻭ ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻧﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻒﻴﻈﻨﺗ
ﻥﻮﺜﻳﺎﺑ ﺔﺠﻣﺮﺑ ﻢﻠﻌﺘﻟ ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﺔﺤﻴﺼﻧ 11
Python ﻱﺭﻮﻄﻤﻟ GitHubﻭ Git ﻰﻟﺇ ﺔﻣﺪﻘﻣ
Pdb ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ءﺎﻄﺧﺃ ﺢﻴﺤﺼﺗ
NumPy ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻓﻮﻔﺼﻤﻟﺍ ﺔﺠﻣﺮﺑ :ﺕﺎﻘﻠﺤﻠﻟ ﻻ ،ﻲﻣﺃ ﺎﻳ ﺮﻈﻧﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ JSON ﺕﺎﻧﺎﻴﺑ ﻊﻣ ﻞﻤﻌﻟﺍ
Pipenv: ﺓﺪﻳﺪﺠﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻒﻴﻠﻐﺗ ﺓﺍﺩﻷ ﻞﻴﻟﺩ
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ﺔﺼﺼﺨﻤﻟﺍ Python ﺕﺎﺌﻓ ﻲﻓ ﺔﻔﻴﻇﻮﻟﺍﻭ ﻞﻐﺸﻤﻠﻟ ﺪﺋﺍﺰﻟﺍ ﻞﻴﻤﺤﺘﻟﺍ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺳﺎﺳﻷﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻉﺍﻮﻧﺃ
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ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻖﻴﺴﻨﺗ ﺕﺎﺳﺭﺎﻤﻣ ﻞﻀﻓﺃ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﻑﺮﺣﻷﺍ ﺕﺎﻧﺎﻴﺑﻭ ﻞﺳﻼﺴﻟﺍ
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ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺒﻟ ﺔﻴﻤﺠﻌﻤﻟﺍ ﺔﻴﻨﺒﻟﺍ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺔﻴﺒﺴﻨﻟﺍ ﻞﺑﺎﻘﻣ ﺔﻘﻠﻄﻤﻟﺍ ﺕﺍﺩﺭﺍﻮﻟﺍ
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(ﺩﺪﺤﻣ ﺮﻴﻏ ﺭﺍﺮﻜﺗ) "ءﺎﻨﺛﺃ" ﻥﻮﺜﻳﺎﺑ ﺕﺎﻘﻠﺣ
ﻪﺧﻮﺧ ﻊﻣ ﻥﻮﺜﻴﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻠﻟ ﻲﻠﻋﺎﻔﺘﻟﺍ ﺭﻮﺼﺘﻟﺍ
ﺔﻣﺪﻘﻣ :ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺮﻤﺘﺴﻤﻟﺍ ﻞﻣﺎﻜﺘﻟﺍ
AWS Chalice ﻡﺍﺪﺨﺘﺳﺎﺑ ﻡﺩﺎﺧ ﻥﻭﺪﺑ Python ﺕﺎﻘﻴﺒﻄﺗ ءﺎﺸﻧﺇ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻲﻧﻭﺮﺘﻜﻟﻹﺍ ﺪﻳﺮﺒﻟﺍ ﻞﺋﺎﺳﺭ ﻝﺎﺳﺭﺇ
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻖﻳﺪﺼﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺭﺮﺤﻣ :ﻲﻧﻮﺛ
PEP 8 ﻡﺍﺪﺨﺘﺳﺎﺑ ﻞﻴﻤﺟ ﻥﻮﺜﻳﺎﺑ ﺩﻮﻛ ﺔﺑﺎﺘﻛ ﺔﻴﻔﻴﻛ
GeoDjangoﻭ Django ﻡﺍﺪﺨﺘﺳﺎﺑ ﻊﻗﻮﻤﻟﺍ ﻰﻠﻋ ﺪﻤﺘﻌﻳ ﺐﻳﻭ ﻖﻴﺒﻄﺗ ﺊﺸﻧﺃ
ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻮﻐﻧﺎﺟ ﻲﻓ ﻝﺎﻜﺷﻷﺍ ﺩﺪﻌﺗ ﺔﺟﺬﻤﻧ
ﻦﻣﺍﺰﺘﻟﺍ ﻊﻣ ﻚﺑ ﺹﺎﺨﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺞﻣﺎﻧﺮﺑ ﻊﻳﺮﺴﺗ
Async IO ﺔﻠﻣﺎﻛ ﺕﺍﺩﺎﺷﺭﺇ :ﻥﻮﺜﻴﺑ ﻲﻓ
(ﺩﺪﺤﻣ ﺭﺍﺮﻜﺗ) "for" ﻥﻮﺜﻳﺎﺑ ﺕﺎﻘﻠﺣ
Visual Studio ﺩﻮﻛ ﻲﻓ ﻥﻮﺜﻳﺎﺑ ﺮﻳﻮﻄﺗ
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()Python super ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺳﺍﺭﺪﻟﺍ ﻚﻟﻮﺼﻓ ﺯﺰﻋ
(ﻞﻴﻟﺪﻟﺍ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻔﻠﻤﻟﺍ ﺔﺑﺎﺘﻛﻭ ﺓءﺍﺮﻗ
ﺔﻃﺎﺴﺒﻟﺍ ﻞﺟﺃ ﻦﻣ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻘﻴﺒﻄﺗ ﺔﻠﻜﻴﻫ ﺓﺩﺎﻋﺇ
ﺔﻟﻮﻬﺴﺑ Python ﺕﺎﻘﻴﺒﻄﺗ ﻊﻳﺯﻮﺘﻟ PyInstaller ﻡﺍﺪﺨﺘﺳﺍ
pyenv ﻡﺍﺪﺨﺘﺳﺎﺑ ﺓﺩﺪﻌﺘﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺍﺭﺍﺪﺻﺇ ﺓﺭﺍﺩﺇ
ﺔﻴﻤﻫﻮﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻨﺋﺎﻛ ﺔﺒﺘﻜﻣ ﻢﻬﻓ
wxPython ﻡﺍﺪﺨﺘﺳﺎﺑ Python GUI ﻖﻴﺒﻄﺗ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
ﺔﻄﺳﻮﺘﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻱﺭﻮﻄﻤﻟ ﻉﻭﺮﺸﻣ ﺓﺮﻜﻓ 13
ﻒﻗﻮﺗ ﻥﻭﺩ ﻮﻐﻧﺎﺟ ﻲﻓ ﺱﺮﻬﻓ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ PDF ﻒﻠﻣ ﻊﻣ ﻞﻤﻌﻟﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﺖﻗﻭ ﺓﺪﺣﻮﻟ ﻦﻴﺋﺪﺘﺒﻤﻟﺍ ﻞﻴﻟﺩ
ﺎﻬﻌﻣ ﻞﻣﺎﻌﺘﻟﺍ ﺔﻴﻔﻴﻛﻭ Python KeyError ﺕﺍءﺎﻨﺜﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺴﻴﺋﺮﻟﺍ ﻒﺋﺎﻇﻮﻟﺍ ﺪﻳﺪﺤﺗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ()sort. ﻭ()sortedﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﻬﻴﻟﺇ ﻝﻮﺻﻮﻟﺍﻭ ﺭﻮﺼﻟﺍ ﻦﻣ ﺮﻴﺜﻜﻟﺍ ﻦﻳﺰﺨﺘﻟ ﻕﺮﻃ ﺙﻼﺛ
Unicode ﻲﻓ ﻑﺮﺣﻷﺍ ﺕﺍﺰﻴﻣﺮﺗﻭ Python: ﻢﻟﺆﻣ ﺮﻴﻏ ﻞﻴﻟﺩ
ﺭﺪﺼﻤﻟﺍ ﺩﻮﻛ ﺮﺒﻋ ﺔﻫﺰﻧ :ﻥﻮﺜﻳﺎﺑ ﻞﻴﺠﺴﺗ
؟ﺓﺪﺋﺎﻔﻟﺍ ﺎﻣ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺍﺮﺷﺆﻤﻟﺍ
Python vs Java ﻲﻓ ﺔﻴﺌﻴﺸﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ
ﻲﺒﻳﻮﺗ ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﻮﺑ ﺮﺘﻳﻮﺗ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
ﺍﺪﻣﻻ ﻥﻮﺜﻳﺎﺑ ﻒﺋﺎﻇﻭ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻠﺴﻠﺴﻟﺍ ﻖﻴﺴﻨﺗﻭ ﻲﺳﺎﺳﻷﺍ ﺝﺍﺮﺧﻹﺍﻭ ﻝﺎﺧﺩﻹﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ "or" ﻲﻘﻄﻨﻤﻟﺍ ﻞﻣﺎﻌﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﺔﻴﻧﻭﺎﻌﺘﻟﺍ ﺔﻴﻔﺼﺘﻟﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻴﺻﻮﺗ ﻙﺮﺤﻣ ﺊﺸﻧﺃ
ﻞﺟﻮﺟ ﻰﻟﺇ ﻝﻮﺧﺪﻟﺍ ﻞﻴﺠﺴﺗ ﻊﻣ ﺓﺭﻭﺭﺎﻗ ﻖﻴﺒﻄﺗ ءﺎﺸﻧﺇ
NumPy arange(): ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ np.arange()
ﺔﻤﺨﻀﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺠﻟﺎﻌﻣﻭ PySpark ﻊﻣ ﻰﻟﻭﻷﺍ ﺕﺍﻮﻄﺨﻟﺍ
Django Admin ﻲﻓ ﻦﻴﻣﺪﺨﺘﺴﻤﻟﺍ ﺓﺭﺍﺩﻹ ﻪﺘﻓﺮﻌﻣ ﻰﻟﺇ ﺝﺎﺘﺤﺗ ﺎﻣ
OOP ﻥﻮﺜﻳﺎﺑ ﻞﻴﻟﺩ :ﻦﻳﻮﻜﺘﻟﺍﻭ ﺙﺍﺮﻴﻤﻟﺍ
.() ﻥﻮﺜﻳﺎﺑ ﺔﻋﺎﺒﻄﻟﺍ ﺔﻔﻴﻇﻭ ﻰﻟﺇ ﻚﻠﻴﻟﺩ
ﻝﺰﻨﻤﻟﺍ ﻲﻓ ﻚﺴﻔﻧ ﻞﻌﺠﺗ :ﺔﻟﺎﻌﻓ ﻥﻮﺜﻳﺎﺑ ﺔﺌﻴﺑ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ Discord ﺕﻮﺑ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
openpyxl ﻊﻣ ﻥﻮﺜﻳﺎﺑ ﻲﻓ Excel ﺕﺎﻧﺎﻴﺑ ﻝﻭﺍﺪﺠﻟ ﻞﻴﻟﺩ
PyCharm (ﻞﻴﻟﺪﻟﺍ) ﺔﻴﺟﺎﺘﻧﻹﺍ ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﺮﻳﻮﻄﺘﻟ
ﺽﻮﻤﻐﻟﺍ ﺔﻟﺍﺯﺇ :kwargs ﻭ ﻥﻮﺜﻳﺎﺑ ﺞﺠﺣ
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PyGame: ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺏﺎﻌﻟﻷﺍ ﺔﺠﻣﺮﺑ ﻦﻋ ﻱﺪﻴﻬﻤﺗ ﺏﺎﺘﻛ
int ﻰﻟﺇ ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻞﻳﻮﺤﺗ ﺔﻴﻔﻴﻛ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻨﻣﺍﺰﺘﻤﻟﺍ ﺮﻴﻏ ﺕﺍﺰﻴﻣ ﻊﻣ ﻞﻤﻌﻟﺍ ﻲﻓ ﻉﻭﺮﺸﻟﺍ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺪﺋﺎﻌﻟﺍﻭ ﺕﺍﺪﻟﻮﻤﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
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ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﻰﻟﺇ ﺔﻴﻨﻣﺯ ﺕﺍﺮﻴﺧﺄﺗ ﺔﻓﺎﺿﺇ ﺔﻴﻔﻴﻛ :() ﻥﻮﺜﻳﺎﺑ ﻡﻮﻧ
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ﻚﺗﺎﻧﺎﻴﺑ ﻒﺻﻭ ﺔﻴﻔﻴﻛ :ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﺋﺎﺼﺣﺇ ﺕﺎﻴﺳﺎﺳﺃ
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ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻑﺎﺸﻜﺘﺳﻻ ﻥﻮﺜﻴﺑﻭ ﺍﺪﻧﺎﺒﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﻥﻮﺜﻳﺎﺑ ﺔﺒﻌﻟ ﺭﺎﻃﺇ ﻦﻋ ﻱﺪﻴﻬﻤﺗ ﺏﺎﺘﻛ :ﺕﺍﺮﻤﻤﻟﺍ
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ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﻖﻴﺴﻨﺗ ﺕﺎﻴﻨﻘﺗ ﺙﺪﺣﻷ ﻞﻴﻟﺩ
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ﻪﺘﻓﺮﻌﻣ ﻰﻟﺇ ﺝﺎﺘﺤﺗ ﺎﻣ ﻞﻛ :ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﺿﺎﻳﺭ ﺓﺪﺣﻭ
SimPy: ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻲﻘﻴﻘﺤﻟﺍ ﻢﻟﺎﻌﻟﺍ ﺕﺎﻴﻠﻤﻋ ﺓﺎﻛﺎﺤﻣ
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InstaPyﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ Instagram ﺕﻮﺑﻭﺭ ءﺎﺸﻧﺇ ﺔﻴﻔﻴﻛ
Pytest ﻲﻓ Django ﺝﺫﺎﻤﻨﻟ ﺭﺎﺒﺘﺧﺍ ﺕﺎﺒﻴﻛﺮﺗ ﺮﻴﻓﻮﺗ ﺔﻴﻔﻴﻛ
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ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻨﺋﺎﻜﻟﺍ ﻰﻠﻋ ﻅﺎﻔﺤﻟﺍ ﺔﻴﻔﻴﻛ :ﻥﻮﺜﻳﺎﺑ ﻞﻠﺨﻣ ﺓﺪﺣﻭ
(ﻝﻭﻷﺍ ءﺰﺠﻟﺍ) ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻳﺩﺎﻌﻟﺍ ﺕﺍﺮﻴﺒﻌﺘﻟﺍ :ﺔﻳﺩﺎﻌﻟﺍ ﺕﺍﺮﻴﺒﻌﺘﻟﺍ
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ﺦﺴﻨﻟﺍ ﻞﺑﺎﻘﻣ ﺕﺍﺪﻫﺎﺸﻤﻟﺍ :ﺍﺪﻧﺎﺒﻟﺍ ﻲﻓ ﺮﻳﺬﺤﺗ ﻲﺑﻮﻛ ﻊﻣ ﺩﺍﺪﻋﻹﺍ
ﺔﻣﺪﻘﻣ :ﻥﻮﺜﻳﺎﺑ ﺔﻴﺴﻴﺋﺮﻟﺍ ﺕﺎﻤﻠﻜﻟﺍ
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IDLE ﻡﺍﺪﺨﺘﺳﺎﺑ ءﺎﻄﺧﻷﺍ ﺢﻴﺤﺼﺗ :Python ﻲﻓ ﺎﻬﺣﻼﺻﺇﻭ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ءﺎﻄﺧﺃ ﻦﻋ ﺚﺤﺒﻟ
ﻦﻴﺋﺪﺘﺒﻤﻠﻟ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﺭﻮﺼﺗ :ﺍﺪﻧﺎﺒﻟﺍ ﻊﻣ ﺓﺮﻣﺍﺆﻣ
ﺔﻣﺩﺎﻘﻟﺍ ﻚﺘﻠﺑﺎﻘﻤﻟ ﺪﻌﺘﺳﺍ :ﻥﻮﺜﻳﺎﺑ ﺔﺳﺭﺎﻤﻣ ﻞﻛﺎﺸﻣ
ﺕﺎﺳﺭﺎﻤﻤﻟﺍ ﻞﻀﻓﺃﻭ ﻡﺍﺪﺨﺘﺳﻻﺍ :ﻥﻮﺜﻳﺎﺑ ﻉﺎﺟﺭﺇ ﻥﺎﻴﺑ
ﺔﻘﻠﺣ ﻥﻭﺪﺑ ﺔﻳﺭﺍﺮﻜﺘﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﺔﺠﻟﺎﻌﻣ :() ﻥﻮﺜﻳﺎﺑ ﺔﻄﻳﺮﺧ
Python 3.9: ﺎﻬﺘﺑﺮﺠﺗ ﻚﻨﻜﻤﻳ ﺔﻌﺋﺍﺭ ﺓﺪﻳﺪﺟ ﺕﺍﺰﻴﻣ
plotnineﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ggplot ﻡﺍﺪﺨﺘﺳﺍ
SQLAlchemyﻭ SQLiteﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺓﺭﺍﺩﺇ
Python Booleans: ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺔﻴﺠﻣﺮﺒﻟﺍ ﺕﺎﻤﻴﻠﻌﺘﻟﺍ ﻲﻓ ﺔﻘﻴﻘﺤﻟﺍ ﻢﻴﻗ ﻡﺪﺨﺘﺳﺍ
Python Modulo ﻞﻴﻐﺸﺘﻟﺍ ﻞﻣﺎﻋ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ :ﺎﻴًﻠﻤﻋ %
Django ﺽﺮﻋ ﺺﻴﺧﺮﺗ :3 ءﺰﺠﻟﺍ Django ﻊﻣ ﺃﺪﺑﺍ
ﻥﻮﺜﻳﺎﺑ ﺕﺍﺭﺎﺷﺇ ﺔﺠﻟﺎﻌﻣ :scipy.fft ﻡﺍﺪﺨﺘﺳﺎﺑ ﻪﻴﻳﺭﻮﻓ ﺕﻼﻳﻮﺤﺗ
LRU ﺖﻗﺆﻤﻟﺍ ﻦﻳﺰﺨﺘﻟﺍ ﺔﻴﺠﻴﺗﺍﺮﺘﺳﺍ ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺖﻗﺆﻤﻟﺍ ﻦﻳﺰﺨﺘﻟﺍ
ﻡﻼﻓﻷﺍ ﺕﺎﻌﺟﺍﺮﻣ ﻒﻴﻨﺼﺘﻟ ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺗ ﻡﺪﺨﺘﺳﺍ
Python ﻭPyQt: ﺔﻟﺎﺤﻟﺍ ﺔﻃﺮﺷﺃﻭ ﺕﺍﻭﺩﻷﺍ ﺔﻃﺮﺷﺃﻭ ﻢﺋﺍﻮﻘﻟﺍ ءﺎﺸﻧﺇ
Python enumerate(): ﺕﺍﺩﺍﺪﻋ ﻰﻟﺇ ﺝﺎﺘﺤﺗ ﻲﺘﻟﺍ ﺕﺎﻘﻠﺤﻟﺍ ﻂﻴﺴﺒﺗ
scikit-learn ـﺑ ﺹﺎﺨﻟﺍ()Train_test_split ﻡﺍﺪﺨﺘﺳﺎﺑ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﻋﻮﻤﺠﻣ ﻢﻴ
ﻲﻓﺍﺮﺘﺣﻻﺍ ﺮﻬﻈﻤﻟﺍ ﺕﺍﺫ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺕﺎﻘﻴﺒﻄﺗ ءﺎﺸﻧﺇ :PyQt ﺕﺎﻄﻴﻄﺨﺗ
np.linspace(): ﺕﺎﻓﺎﺴﻤﻟﺍ ﺔﻳﻭﺎﺴﺘﻣ ﺮﻴﻏ ﻭﺃ ﺔﻳﻭﺎﺴﺘﻣ ﺕﺎﻓﻮﻔﺼﻣ ءﺎﺸﻧﺇ
ﺕﺎﻴﺳﺎﺳﻷﺍ :PyQt ﻡﺍﺪﺨﺘﺳﺎﺑ SQL ﺕﺎﻧﺎﻴﺑ ﺪﻋﺍﻮﻗ ﻊﻣ ﻞﻣﺎﻌﺘﻟﺍ
؟ﻚﻟ ﺔﺒﺳﺎﻨﻣ ﻲﻫ ﻞﻫﻭ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺔﺳﺪﻨﻫ ﻲﻫ ﺎﻣ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺎﺌًﻴﺷ ﻞﻌﻔﺗ ﻻ ﻒﻴﻛ :ﺭﻭﺮﻤﻟﺍ ﻥﺎﻴﺑ
ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺕﺎﻬﺟﺍﻭ ﺪﻴﻤﺠﺗ ﻊﻨﻤﻟ PyQt ـﺑ ﺹﺎﺨﻟﺍ QThread ﻡﺪﺨﺘﺳﺍ
ﺔﻴﻠﻤﻋ ﺔﻣﺪﻘﻣ :MySQLﻭ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻧﺎﻴﺑ ﺓﺪﻋﺎﻗ
Python's .append(): ﺎﻬﻧﺎﻜﻣ ﻲﻓ ﻚﻤﺋﺍﻮﻗ ﻰﻟﺇ ﺮﺻﺎﻨﻋ ﻒﺿﺃ
Python ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻢﻠﻋ ﻲﻓ ﻰﻟﻭﻷﺍ ﻚﺗﺍﻮﻄﺧ :NumPy ﻲﻤﻴﻠﻌﺘﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ
NLTK ﻥﻮﺜﻳﺎﺑ ﺔﺒﺘﻜﻣ ﻊﻣ ﻰﻟﻭﻷﺍ ﺕﺍﻮﻄﺨﻟﺍ :ﺮﻋﺎﺸﻤﻟﺍ ﻞﻴﻠﺤﺗ
!ﺺﻘﻣ ،ﺔﻗﺭﻭ ،ﺮﺠﺣ :ﻚﻟ ﻥﻮﺜﻳﺎﺑ ﺔﺒﻌﻟ ﻝﻭﺃ ﻊﻨﺻﺍ
ﻰﻟﻭﻷﺍ ﻚﺗﺍﻮﻄﺧ :ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺍ ﺔﻴﻔﻴﻛ
NumPyﻭ ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻲﺋﺍﻮﺸﻌﻟﺍ ﺝﺭﺪﺘﻟﺍ ﺐﺴﻨﻟﺍ ﺔﻴﻣﺯﺭﺍﻮﺧ
ﺓﺭﻭﺭﺎﻗ ﻖﻴﺒﻄﺘﻛ ﻚﺑ ﺹﺎﺨﻟﺍ ﻲﺼﻨﻟﺍ ﺞﻣﺎﻧﺮﺒﻟﺍ ﺮﺸﻧﺍ :ﻥﻮﺜﻳﺎﺑ ﺐﻳﻭ ﺕﺎﻘﻴﺒﻄﺗ
ﻉﺮﺳﺃ ﻞﻜﺸﺑ ﻚﺑ ﺔﺻﺎﺨﻟﺍ ﺔﻴﻣﻮﺳﺮﻟﺍ ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻬﺟﺍﻭ ﺕﺎﻘﻴﺒﻄﺗ ءﺎﻨﺑ :ﻥﻮﺜﻴﺑﻭ ﻲﺗ ﻮﻴﻛ ﻢﻤﺼﻣ
؟ﺎﻫﺪﺋﺍﻮﻓ ﻲﻫ ﺎﻣ :ﺔﻴﻠﺧﺍﺪﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻒﺋﺎﻇﻭ
ﻥﻮﺜﻴﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺯﺮﻔﻟ ﻚﻠﻴﻟﺩ :ﺍﺪﻧﺎﺒﻟﺍ ﺯﺮﻓ
ﺎﻬﻣﺍﺪﺨﺘﺳﺍ ﻢﺘﻳ ﻒﻴﻛﻭ ﻰﺘﻣ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﻔﻴﻇﻮﻟﺍ ﺔﺠﻣﺮﺒﻟﺍ
Python ﻭMongoDB: ﺕﺎﻧﺎﻴﺑ ﺪﻋﺍﻮﻘﺑ ﻝﺎﺼﺗﻻﺍ NoSQL
SQLiteﻭ PyQtﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﻻﺎﺼﺗﺍ ﺮﺘﻓﺩ ﺊﺸﻧﺃ
Python AI: ﺕﺍﺆﺒﻨﺘﻟﺍ ءﺍﺮﺟﺇﻭ ﺔﻴﺒﺼﻋ ﺔﻜﺒﺷ ءﺎﻨﺑ ﺔﻴﻔﻴﻛ
Pygameﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺕﺎﺒﻜﻳﻮﻜﻟﺍ ﺔﺒﻌﻟ ءﺎﻨﺒﺑ ﻢﻗ
OrderedDict vs dict ﺔﻔﻴﻇﻮﻠﻟ ﺔﺒﺳﺎﻨﻤﻟﺍ ﺓﺍﺩﻷﺍ :ﻥﻮﺜﻳﺎﺑ ﻲﻓ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ (kNN) ﻥﺍﺮﻴﺠﻟﺍ ﺏﺮﻗﺃ-k ﺔﻴﻣﺯﺭﺍﻮﺧ
ﻰﻟﻭﻷﺍ ﻚﺗﺍﻮﻄﺧ :ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻲﻓ ﺔﻤﻫﺎﺴﻤﻟﺍ ﺃﺪﺑﺍ
ﺮﻣﺍﻭﻷﺍ ﺮﻄﺴﻟ ﻥﻮﺜﻳﺎﺑ ﻞﻴﻟﺩ ﺓﺮﺠﺷ ﺊﺸﻨﻣ ءﺎﻨﺒﺑ ﻢﻗ
Heroku ﻡﺍﺪﺨﺘﺳﺎﺑ Python Flask ﻖﻴﺒﻄﺘﻟ ﻝﺎﺜﻣ ﺮﺸﻧ
!ﻥﻵﺍ ﺮﻓﻮﺘﻣ ﻲﻗﺭﻭ ﻑﻼﻏ :ﻥﻮﺜﻳﺎﺑ ﺕﺎﻴﺳﺎﺳﺃ
Arcade ﻡﺍﺪﺨﺘﺳﺎﺑ Python ﻲﻓ ﺔﺼﻨﻣ ﺔﺒﻌﻟ ءﺎﻨﺒﺑ ﻢﻗ
NLTK ﻥﻮﺜﻳﺎﺑ ﺔﻣﺰﺣ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﻌﻴﺒﻄﻟﺍ ﺕﺎﻐﻠﻟﺍ ﺔﺠﻟﺎﻌﻣ
nametuple ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻔﻴﻈﻧﻭ ﺔﻴﻧﻮﺜﻳﺎﺑ ﺔﻴﺠﻣﺮﺑ ﺕﺎﻤﻴﻠﻌﺗ ﺐﺘﻛﺍ
ﺖﺑ :ﻭﺮﻜﻳﺎﻣ ﻲﺳ ﻲﺑ ﻲﺑ ﻰﻠﻋ ﺔﺒﻌﻟ ءﺎﻨﺑ :ﺔﻨﻤﻀﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ
PyQtﻭ Python ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻌﻤﺠﻤﻟﺍ ﺕﺎﻔﻠﻤﻟﺍ ﺔﻴﻤﺴﺗ ﺓﺩﺎﻋﻹ ﺓﺍﺩﺃ ﺊﺸﻧﺃ
GraphQLﻭ Vueﻭ Django ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻧﻭﺪﻣ ﺊﺸﻧﺃ
()plt.scatter ﻡﺍﺪﺨﺘﺳﺎﺑ ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺕﺎﻧﺎﻴﺒﻟﺍ ﺭﻮﺼﺗ
ﺔﻳﺭﺍﺮﻜﺘﻟﺍ ﺮﺻﺎﻨﻌﻟﺍ ﻦﻣ ﻢﻴﻘﻟﺍ ﺝﺍﺮﺨﺘﺳﺍ :() ﻥﻮﺜﻳﺎﺑ ﺢﺷﺮﻣ
CSV ﺕﺎﻔﻠﻣ ﻞﻴﻠﺤﺗ :ﻥﻮﺜﻳﺎﺑ ﺔﺳﺭﺎﻤﻣ ﻞﻛﺎﺸﻣ
ﻥﻮﺜﻳﺎﺑ ﺔﻐﻟ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﺒﻛﺮﻤﻟﺍ ﺩﺍﺪﻋﻷﺍ ﻂﻴﺴﺒﺗ
CPython Internals: ﻥﻵﺍ ﺮﻓﻮﺘﻣ ﻲﻗﺭﻭ ﻑﻼﻏ!
()reverseﻭ()reverse. ءﺍﺭﻭ ﺎﻣ :ﺔﻴﺴﻜﻌﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻢﺋﺍﻮﻗ
ﻥﻮﺜﻳﺎﺑ ﻡﺍﺪﺨﺘﺳﺎﺑ ﺐﻳﻭ ﺔﻄﺸﻜﻣ ءﺎﺸﻧﺇ :ﻞﻴﻤﺟ ءﺎﺴﺣ
ﺕﺎﻨﺋﺎﻜﻟﺍ ﺏﺎﺴﺤﻟ ﺔﻴﻧﻮﺜﻳﺎﺒﻟﺍ ﺔﻘﻳﺮﻄﻟﺍ :ﻥﻮﺜﻳﺎﺑ ﺩﺍﺪﻋ
؟ﻥﻮﺜﻳﺎﺑ ﻊﻣ ﻞﻌﻓﺃ ﻥﺃ ﻲﻨﻨﻜﻤﻳ ﺍﺫﺎﻣ
Python ﺐﻳﻭ ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ ءﺎﻨﺒﻟ FastAPI ﻡﺍﺪﺨﺘﺳﺍ
ﻮﻐﻧﺎﺟ ﻉﻭﺮﺸﻣ ﺩﺍﺪﻋﺇ :ﻮﻐﻧﺎﺟ ﻊﻣ ﻰﻟﻭﻷﺍ ﻚﺗﺍﻮﻄﺧ
ﺔﺼﺼﺨﺘﻤﻟﺍ ﺕﺎﻧﺎﻴﺒﻟﺍ ﻉﺍﻮﻧﺃ ﻦﻣ ﻪﻴﻓﻮﺑ :ﻥﻮﺜﻳﺎﺑ ﺕﺎﻋﻮﻤﺠﻣ
ﺐﻳﻮﻟﺍ ﺕﺎﻣﺪﺧ ﻊﻣ ﻞﻋﺎﻔﺘﻟﺍ :RESTﻭ Python ﺕﺎﻘﻴﺒﻄﺗ ﺔﺠﻣﺮﺑ ﺕﺎﻬﺟﺍﻭ
Python ChainMap: ﻝﺎﻌﻓ ﻞﻜﺸﺑ ﺓﺩﺪﻌﺘﻣ ﺕﺎﻗﺎﻴﺳ ﺓﺭﺍﺩﺇ
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deque ﺔﻟﺎﻌﻔﻟﺍ ﻡﺍﻮﻛﻷﺍﻭ ﺭﺎﻈﺘﻧﻻﺍ ﻢﺋﺍﻮﻗ ﺬﻴﻔﻨﺗ :ﻥﻮﺜﻳﺎﺑ
ﻒﺋﺎﻇﻮﻟﺍ ﻒﻳﺮﻌﺗ ﺪﻨﻋ ﺔﻳﺭﺎﻴﺘﺧﻻﺍ ﻥﻮﺜﻳﺎﺑ ﺕﺎﻄﻴﺳﻭ ﻡﺍﺪﺨﺘﺳﺍ
؟ﻥﻮﺜﻳﺎﺑ ﻢﻠﻌﺗ ﻕﺮﻐﺘﺴﻳ ﺖﻗﻮﻟﺍ ﻦﻣ ﻢﻛ
Pythonﻭ Django ﻡﺍﺪﺨﺘﺳﺎﺑ ﺔﻴﺼﺨﺷ ﺕﺍﺮﻛﺬﻣ ءﺎﻨﺒﺑ ﻢﻗ
ﻥﻮﺜﻳﺎﺑ ﻲﻓ "ﻭ" ﻲﻘﻄﻨﻤﻟﺍ ﻞﻣﺎﻌﻟﺍ ﻡﺍﺪﺨﺘﺳﺍ
ﺔﻨﻤﻀﻤﻟﺍ ﺕﺎﺤﺷﺮﻤﻟﺍﻭ ﺕﺎﻣﻼﻌﻟﺍ :ﻮﻐﻧﺎﺟ ﺐﻟﺍﻮﻗ
ﺪﻳﺰﻤﻟﺍﻭ ،Reverse()، Slicing :ﻥﻮﺜﻳﺎﺑ ﻲﻓ ﺔﻴﺴﻜﻌﻟﺍ ﻞﺳﻼﺴﻟﺍ
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ﺔﻴﻋﺮﻓ ﺔﻠﺴﻠﺳ ﻰﻠﻋ ﻱﻮﺘﺤﺗ ﻥﻮﺜﻳﺎﺑ ﺔﻠﺴﻠﺳ ﺖﻧﺎﻛ ﺍﺫﺇ ﺎﻤﻣ ﻖﻘﺤﺘﻟﺍ ﺔﻴﻔﻴﻛ
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؟ﻥﻮﺜﻳﺎﺑ ﻦﻣ ﺮﺸﻨﻟﺍ ﻞﺒﻗ ﺎﻣ ﺔﺨﺴﻧ ﺖﻴﺒﺜﺗ ﻚﻨﻜﻤﻳ ﻒﻴﻛ
ﻡﺪﺨﺘﺴﻤﻟﺍ ﺔﻤﺋﺎﻗ ﻞﺑﺎﻘﻣ ﺔﻤﺋﺎﻘﻟﺍ ﻦﻣ ﺔﺛﺍﺭﻮﻟﺍ :ﺔﺼﺼﺨﻤﻟﺍ ﻥﻮﺜﻳﺎﺑ ﻢﺋﺍﻮﻗ
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