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۱۳۹۵ ‫ﺯزﻣﺴﺘﺎﻥن‬
‫ﺻﺪﯾﻘﯽ‬ ‫ﺍاﻣﯿﺮ‬
‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﻃﺮﺍاﺣﯽ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍ...
‫ﺻﺪﯾﻘﯽ‬ ‫ﺍاﻣﯿﺮ‬
:‫ﻣﻮﺳﺲ‬
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‫ﻣﻌﺮﻓﯽ‬
http://recommender.ir
@amirsedighi :‫ﺗﻮ3ﺘﺮ‬
:‫ﺍاﯾﻤﯿﻞ‬sedighi@gmail.com
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‫ﻣﻄﺎﻟﺐ‬ ‫ﺭرﺋﻮﺱس‬
‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬
‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬
:‫‌ﻫﺎ‬‫ﻥن‬‫ﺁآ‬ ‫ﺑﺮ‬ ‫ﭼﯿﺮﮔﯽ‬ ‫ﺑﺮﺍ...
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‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬
‫ﺳﺮﻓﺼﻞ‬
‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌...
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‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬
‫‌ﺩدﺍاﺩدﻩه‬‫ﻪ‬ ِ‫ﻣ‬
‫‌ﺩدﺍاﺩدﻩه‬‫ﻥن‬‫ﮐﻼ‬
‫ﻋﻈﯿﻢ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬
‫ﺍاﻧﺒﻮﻩه‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩد...
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‫ﻭوﺍاﻗﻌﯿﺖ‬ ‫ﺗﺎ‬ ‫ﺗﺼﻮﺭرﺍاﺕت‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩ...
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‫ﺩدﯾﺮﻭوﺯز‬
640KB
1.2MB
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩ...
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‫ﺷﺪ‬ ‫ﺷﺮﻭوﻉع‬ ‫ﮐﺠﺎ‬ ‫ﺍاﺯز‬ ‫ﺩدﺍاﺳﺘﺎﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩ...
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‫ﺷﺪ‬ ‫ﺷﺮﻭوﻉع‬ ‫ﮐﺠﺎ‬ ‫ﺍاﺯز‬ ‫ﺩدﺍاﺳﺘﺎﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩ...
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‫ﺩدﺍاﺩدﻩه‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ ‫ﻭو‬ ‫ﺗﮑﺜﯿﺮ‬ ،‫ﺗﻮﻟﯿﺪ‬ ‫‌ﻫﺎﯼی‬‫ﺵش‬‫ﺭرﻭو‬ ‫ﺗﮑﺎﻣﻞ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ...
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‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫ﺗﻨﻮﻉع‬ ‫ﻭو‬ ‫ﺗﻌﺪﺍاﺩد‬ ‫ﺭرﺷﺪ‬ ‫ﺍاﺯز‬ ‫ﻧﺎﺷﯽ‬ ‫ﺍاﺛﺮﺍاﺕت‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎ...
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Welcome to the Machine‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩ...
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(‫)ﺧﻮﺩدﻣﺎﻧﯽ‬ ‫ﺗﻌﺮﯾﻒ‬
‫‌ﺷﻮﻧﺪ‬‫ﯽ‬‫ﻣ‬ ‫ﻣﺴﺌﻠﻪ‬ ‫ﺍاﺯز‬ ‫ﺑﺨﺸﯽ‬ ‫‌ﻫﺎ‬‫ﻩه‬‫ﺩدﺍاﺩد‬
(… SQL-Server ،MySQL ،‫)ﺍاﮐﺴﻞ‬ ‫ﻣﺘﺪﺍاﻭوﻝل‬ ‫...
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‫ﺩدﯾﺮﻭوﺯز‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ / ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌...
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‫ﻣﻘﺪﻡم‬ ‫ﺧﻂ‬
Data Scientist
Data Engineer
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
!‫ﭘﺴﻨﺪﯾﺪﻡم‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
(‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫)ﻧﻈﺮ‬ ‫‌ﻫﺎ‬‫ﺖ‬‫ﮐﺎﻣﻨ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‌‫ﻮ‬‫ﻭوﯾﺪﺋ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻣﺎﻟﯽ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﺗﺮﺍاﮐﻨ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭر...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﺗﺼﻮﯾﺮ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩد...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍا...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬
‫ﺍاﭘﻠﯿﮑﯿﺸﻦ‬ ‫ﻻﮒگ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬
‫ﺍاﭘﻠﯿﮑﯿﺸﻦ‬ ‫ﻻﮒگ‬
‫ﺳﯿﺴﺘﻢ‬ ‫ﻻﮒگ‬
...
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‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬
‫ﺍاﭘﻠﯿﮑﯿﺸﻦ‬ ‫ﻻﮒگ‬
‫ﺳﯿﺴﺘﻢ‬ ‫ﻻﮒگ‬
...
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‫ﺍاﺻﻠﯽ‬ ‫ﻣﻨﺒﻊ‬
http://hadoopilluminated.com/hadoop_illuminated
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫...
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‫ﺗﺠﻬﯿﺰﺍاﺕت‬ ‫ﻭو‬ ‫ﻣﺎ‬ ‫ﺩدﯾﺠﯿﺘﺎﻝل‬ ‫ﺭرﺩدﭘﺎﯼی‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی...
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‫‌ﻫﺎ‬‫ﺖ‬‫ﻣﺤﺪﻭوﺩدﯾ‬
‫ﭘﺮﺩدﺍاﺯزﺵش‬ ‫ﺑﺮﺍاﯼی‬ (Platform) ‫‌ﺳﺎﺯزﻩه‬‫ﻦ‬‫ﺑ‬ ‫ﯾﮏ‬ ‫ﺩدﺳﺘﺮﺱس‬ ‫ﺩدﺭر‬ ‫ﻭو‬ ‫ﺍاﺭرﺯزﺍاﻥن‬ ‫ﺗﺠﻬﯿﺰﺍاﺕت‬...
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(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩ...
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(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩ...
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(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬
Scale-Up
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬...
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(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬
Scale-Out
Scale-Up
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒ...
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(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩ...
35
‫ﭼﮕﻮﻧﻪ؟‬
Q!‫‌ﻭوﺭرﯾﻢ؟‬‫ﺎ‬‫ﺑﯿ‬ ‫ﺑﺪﺳﺖ‬ ‫ﺧﻄﯽ‬ ‫ﭘﺬﯾﺮﯼی‬ ‫ﻣﻘﯿﺎﺱس‬ ‫ﻗﯿﻤﺖ‬ ‫ﺍاﺭرﺯزﺍاﻥن‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﺯزﯾﺎﺩدﯼی‬ ‫ﺗﻌﺪﺍاﺩد‬ ‫ﮐﻤﮏ‬ ‫ﺑﻪ‬...
36
(Map-Reduce) ‫ﮐﺎﻫﺶ‬ ‫ﻧﮕﺎﺷﺖ‬
Q!‫‌ﻭوﺭرﯾﻢ؟‬‫ﺎ‬‫ﺑﯿ‬ ‫ﺑﺪﺳﺖ‬ ‫ﺧﻄﯽ‬ ‫ﭘﺬﯾﺮﯼی‬ ‫ﻣﻘﯿﺎﺱس‬ ‫ﻗﯿﻤﺖ‬ ‫ﺍاﺭرﺯزﺍاﻥن‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﺯزﯾﺎﺩدﯼی‬ ‫...
37
‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬
‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬
‫ﺭرﻭو‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‌‫ﻦ‬‫ﻣﻬﻤﺘﺮﯾ‬
‫‌ﺍاﻟﺘ...
38
‫‌ﺷﺪﻩه‬‫ﻊ‬‫‌ﺗﻮﺯزﯾ‬‫ﻞ‬‫‌ﻓﺎﯾ‬+ ‫‌ﺷﺪﻩه‬‫ﻊ‬‫ﺗﻮﺯزﯾ‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ = ‫ﻫﺪﻭوﭖپ‬
Hadoop = HDFS + MapReduce
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر...
39
‫ﺭرﻋﯿﺘﯽ‬ /‫ﺍاﺭرﺑﺎﺏب‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼ...
40
‫ﺭرﻋﯿﺘﯽ‬ /‫ﺍاﺭرﺑﺎﺏب‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼ...
41
‫ﻫﺪﻭوﭖپ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ...
42
‫ﺩدﯾﮕﺮ‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﺑﺎ‬ ‫ﺁآﺷﻨﺎﯾﯽ‬
‫‌ﺑﺎﺯز‬‫ﻦ‬‫ﻣﺘ‬ ‫ﺧﻮﺏب‬ ‫ﺍاﺑﺰﺍاﺭر‬ ‫ﭼﻨﺪ‬ ‫ﺑﺎ‬ ‫ﺁآﺷﻨﺎﯾﯽ‬
(‫ﻧﺪﺍاﺭرﻡم‬ ‫ﺍاﺑﺰﺍاﺭر‬...
(Transfer) ‫ﺟﺎﺑﺠﺎﯾﯽ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﺫذﺧﯿﺮ‬
(Join) ‫ﺍاﺭرﺗﺒﺎﻁط‬ ‫ﺑﺮﻗﺮﺍاﺭرﯼی‬
(Index) ‫‌ﮔﺬﺍاﺭرﯼی‬‫ﺲ‬‫ﺍاﻧﺪﯾ‬
(Analytics) ‫ﺗﺤﻠﯿﻞ...
44
‫‌ﺩدﺍاﺩدﻩه‬‫ﻩه‬‫ﭘﺎﯾﮕﺎ‬ ‫ﺍاﻧﻮﺍاﻉع‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩ...
45
SQL ‫ﻭوﺍاﺳﻂ‬ ‫ﺍاﻧﻮﺍاﻉع‬
• Hive
• Drill
• Impala
• Spark SQL
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬...
46
‫ﺩدﺍاﺩدﻩه‬ ‫ﺍاﻧﺘﻘﺎﻝل‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩد...
47
‫ﻣﺨﺰﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫...
48
‫ﮔﺬﺍاﺭرﯼی‬ ‫ﺍاﻧﺪﯾﺲ‬ ‫ﻭو‬ ‫ﺟﺴﺘﺠﻮ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد...
49
‫ﺻﻒ‬ ‫ﻣﺪﯾﺮﯾﺖ‬ ‫ﻭو‬ ‫ﺭرﺳﺎﻧﯽ‬ ‫ﭘﯿﺎﻡم‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍ...
50
‫ﻓﺎﯾﻞ‬ ‫ﻻﮒگ‬ ‫ﻣﺪﯾﺮﯾﺖ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩد...
51
‫ﺩدﺍاﺩدﻩه‬ ‫ﺟﺮﯾﺎﻥن‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬
Apache Flink
Apache Kafka
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ...
52
‫ﻣﺤﺎﺳﺒﺎﺕت‬ ‫ﻭو‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﯾﺎﺩدﮔﯿﺮﯼی‬
Apache Hama
TensorFlow
DL4J
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ...
53
‫ﮐﺎﺭر‬ ‫ﺷﺮﻭوﻉع‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﺑﺮﺧﯽ‬
‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬
‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬
‫ﺭرﻭو‬ ‫ﭘ...
54
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫ﺑﺎﺯزﺍاﺭر‬ ‫ﻧﯿﺎﺯز‬ ‫ﺗﺎ‬ ‫ﺩدﺍاﻧﺸﮕﺎﻩه‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﻣﻌﯿﺎ‬ ‫ﺍاﺯز‬ -
‫ﻣﺤﻔﻮﻇﺎﺕت‬
‫ﻓﺮﺩدﯼی‬ ‫ﮐﺎﺭ...
55
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫ﺑﺎﺯزﺍاﺭر‬ ‫ﻧﯿﺎﺯز‬ ‫ﺗﺎ‬ ‫ﺩدﺍاﻧﺸﮕﺎﻩه‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﻣﻌﯿﺎ‬ ‫ﺍاﺯز‬ -
‫ﻣﺤﻔﻮﻇﺎﺕت‬
‫ﻓﺮﺩدﯼی‬ ‫ﮐﺎﺭ...
56
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ -
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌...
57
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ -
‫ﮐﻮﭼﮏ‬ ‫‌ﻫﺎﯼی‬‫ﻡم‬‫ﻗﺪ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫...
58
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ -
‫ﮐﻮﭼﮏ‬ ‫‌ﻫﺎﯼی‬‫ﻡم‬‫ﻗﺪ‬
‫ﭘﻼﺳﺘﯿﮏ‬
‫ﺁآﻫﻦ‬
‫ﺑ...
59
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ -
Scala
Javascript
(Client and Server sides...
60
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫...
61
‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
- Linux (Tools and Scripting) (or Containe...
62
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
- Linux (Tools and Scripting) (or Containers such as Docker)
- Mi...
63
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
- Linux (Tools and Scripting) (or Containers such as Docker)
- Mi...
64
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
- Linux (Tools and Scripting)(or Containers such as Docker)
- Mic...
65
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ -
Linux
Something Se...
66
Linux
Linux
Tool1
Micro
Service
1
REST API (Service Level)
Bash
1
Py Fn
1
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ...
67
Linux
Linux
Tool2
Linux
Tool1
Micro
Service
1
REST API (Service Level)
Bash
1
Bash
2
Py Fn
1
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫...
68
Linux
REST API (Service Level)
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪ...
69
Linux
REST API (Service Level)
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آشنایی با داده‌های بزرگ و تکنیک‌های برنامه‌سازی برای پردازش داده‌های بزرگ

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آشنایی با داده‌های بزرگ و تکنیک‌های برنامه‌سازی برای پردازش داده‌های بزرگ

  1. 1. 1 ۱۳۹۵ ‫ﺯزﻣﺴﺘﺎﻥن‬ ‫ﺻﺪﯾﻘﯽ‬ ‫ﺍاﻣﯿﺮ‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﻃﺮﺍاﺣﯽ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ @amirsedighi :‫ﺗﻮ3ﺘﺮ‬ :‫ﺍاﯾﻤﯿﻞ‬sedighi@gmail.com
  2. 2. ‫ﺻﺪﯾﻘﯽ‬ ‫ﺍاﻣﯿﺮ‬ :‫ﻣﻮﺳﺲ‬ 2 ‫ﻣﻌﺮﻓﯽ‬ http://recommender.ir @amirsedighi :‫ﺗﻮ3ﺘﺮ‬ :‫ﺍاﯾﻤﯿﻞ‬sedighi@gmail.com
  3. 3. 3 ‫ﻣﻄﺎﻟﺐ‬ ‫ﺭرﺋﻮﺱس‬ ‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬ ‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬ :‫‌ﻫﺎ‬‫ﻥن‬‫ﺁآ‬ ‫ﺑﺮ‬ ‫ﭼﯿﺮﮔﯽ‬ ‫ﺑﺮﺍاﯼی‬ ‫ﭘﯿﺸﻨﻬﺎﺩدﻫﺎﯾﯽ‬ ‫ﻭو‬ (‫‌ﺑﺰﺭرﮒگ‬‫ﯼی‬‫‌ﻫﺎ‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﺣﻮﺯزﻩه‬ ‫)ﺩدﺭر‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺗﺎﺯزﻩه‬ ‫ﺭرﻭوﯼی‬ ‌‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫‌ﭼﺎﻟ‬‫ﻦ‬‫ﻣﻬﻤﺘﺮﯾ‬ ‫ﺑﺎﺯزﺍاﺭر‬ ‫ﺗﻮﻗﻊ‬ ‫ﺗﺎ‬ ‫ﺩدﺍاﻧﺸﮕﺎﻩه‬ ‫ﺍاﻧﺘﻈﺎﺭرﺍاﺕت‬ ‫ﺍاﺯز‬ - ‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ - ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  4. 4. 4 ‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬ ‫ﺳﺮﻓﺼﻞ‬ ‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬ ‫ﺭرﻭو‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‌‫ﻦ‬‫ﻣﻬﻤﺘﺮﯾ‬
  5. 5. 5 ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫‌ﺩدﺍاﺩدﻩه‬‫ﻪ‬ ِ‫ﻣ‬ ‫‌ﺩدﺍاﺩدﻩه‬‫ﻥن‬‫ﮐﻼ‬ ‫ﻋﻈﯿﻢ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﺍاﻧﺒﻮﻩه‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﺣﺠﯿﻢ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ Big-Data (; ‫ﻧﺎﻣﮕﺬﺍاﺭرﯼی‬ …‫ﻧﺨﺴﺖ‬ ‫ﭼﺎﻟﺶ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  6. 6. 6 ‫ﻭوﺍاﻗﻌﯿﺖ‬ ‫ﺗﺎ‬ ‫ﺗﺼﻮﺭرﺍاﺕت‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  7. 7. 7 ‫ﺩدﯾﺮﻭوﺯز‬ 640KB 1.2MB ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  8. 8. 8 ‫ﺷﺪ‬ ‫ﺷﺮﻭوﻉع‬ ‫ﮐﺠﺎ‬ ‫ﺍاﺯز‬ ‫ﺩدﺍاﺳﺘﺎﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  9. 9. 9 ‫ﺷﺪ‬ ‫ﺷﺮﻭوﻉع‬ ‫ﮐﺠﺎ‬ ‫ﺍاﺯز‬ ‫ﺩدﺍاﺳﺘﺎﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  10. 10. 10 ‫ﺩدﺍاﺩدﻩه‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ ‫ﻭو‬ ‫ﺗﮑﺜﯿﺮ‬ ،‫ﺗﻮﻟﯿﺪ‬ ‫‌ﻫﺎﯼی‬‫ﺵش‬‫ﺭرﻭو‬ ‫ﺗﮑﺎﻣﻞ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  11. 11. 11 ‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫ﺗﻨﻮﻉع‬ ‫ﻭو‬ ‫ﺗﻌﺪﺍاﺩد‬ ‫ﺭرﺷﺪ‬ ‫ﺍاﺯز‬ ‫ﻧﺎﺷﯽ‬ ‫ﺍاﺛﺮﺍاﺕت‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  12. 12. 12 Welcome to the Machine‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  13. 13. 13 (‫)ﺧﻮﺩدﻣﺎﻧﯽ‬ ‫ﺗﻌﺮﯾﻒ‬ ‫‌ﺷﻮﻧﺪ‬‫ﯽ‬‫ﻣ‬ ‫ﻣﺴﺌﻠﻪ‬ ‫ﺍاﺯز‬ ‫ﺑﺨﺸﯽ‬ ‫‌ﻫﺎ‬‫ﻩه‬‫ﺩدﺍاﺩد‬ (… SQL-Server ،MySQL ،‫)ﺍاﮐﺴﻞ‬ ‫ﻣﺘﺪﺍاﻭوﻝل‬ ‫‌ﻫﺎﯼی‬‫ﺵش‬‫ﺭرﻭو‬ ‫ﻧﺎﺗﻮﺍاﻧﯽ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  14. 14. 14 ‫ﺩدﯾﺮﻭوﺯز‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ / ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  15. 15. 15 ‫ﻣﻘﺪﻡم‬ ‫ﺧﻂ‬ Data Scientist Data Engineer ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  16. 16. 16 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ !‫ﭘﺴﻨﺪﯾﺪﻡم‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  17. 17. 17 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ (‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫)ﻧﻈﺮ‬ ‫‌ﻫﺎ‬‫ﺖ‬‫ﮐﺎﻣﻨ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  18. 18. 18 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‌‫ﻮ‬‫ﻭوﯾﺪﺋ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  19. 19. 19 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻣﺎﻟﯽ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﺗﺮﺍاﮐﻨ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  20. 20. 20 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﺗﺼﻮﯾﺮ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  21. 21. 21 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻻﮒگ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  22. 22. 22 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻻﮒگ‬ ‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  23. 23. 23 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻻﮒگ‬ ‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬ ‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  24. 24. 24 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻻﮒگ‬ ‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬ ‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬ ‫ﺍاﭘﻠﯿﮑﯿﺸﻦ‬ ‫ﻻﮒگ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  25. 25. 25 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻻﮒگ‬ ‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬ ‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬ ‫ﺍاﭘﻠﯿﮑﯿﺸﻦ‬ ‫ﻻﮒگ‬ ‫ﺳﯿﺴﺘﻢ‬ ‫ﻻﮒگ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  26. 26. 26 ‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬ ‫ﻻﮒگ‬ ‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬ ‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬ ‫ﺍاﭘﻠﯿﮑﯿﺸﻦ‬ ‫ﻻﮒگ‬ ‫ﺳﯿﺴﺘﻢ‬ ‫ﻻﮒگ‬ (‫‌ﻫﺎ‬‫ﺰ‬‫‌ﭼﯿ‬‫ﺖ‬‫)ﺍاﯾﻨﺘﺮﻧ‬ ‫ﺯزﻧﺪﮔﯽ‬ ‫ﻻﮒگ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  27. 27. 27 ‫ﺍاﺻﻠﯽ‬ ‫ﻣﻨﺒﻊ‬ http://hadoopilluminated.com/hadoop_illuminated ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  28. 28. 28 ‫ﺗﺠﻬﯿﺰﺍاﺕت‬ ‫ﻭو‬ ‫ﻣﺎ‬ ‫ﺩدﯾﺠﯿﺘﺎﻝل‬ ‫ﺭرﺩدﭘﺎﯼی‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  29. 29. 29 ‫‌ﻫﺎ‬‫ﺖ‬‫ﻣﺤﺪﻭوﺩدﯾ‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ ‫ﺑﺮﺍاﯼی‬ (Platform) ‫‌ﺳﺎﺯزﻩه‬‫ﻦ‬‫ﺑ‬ ‫ﯾﮏ‬ ‫ﺩدﺳﺘﺮﺱس‬ ‫ﺩدﺭر‬ ‫ﻭو‬ ‫ﺍاﺭرﺯزﺍاﻥن‬ ‫ﺗﺠﻬﯿﺰﺍاﺕت‬ ‫ﺗﻮﺳﻂ‬ ‫ﭼﮕﻮﻧﻪ‬ ‫ﺑﺒﯿﻨﯿﻢ؟‬ ‫ﺗﻬﯿﻪ‬ ‫‌ﺑﺰﺭرﮒگ‬‫ﯼی‬‫‌ﻫﺎ‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  30. 30. 30 (Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  31. 31. 31 (Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  32. 32. 32 (Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬ Scale-Up ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  33. 33. 33 (Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬ Scale-Out Scale-Up ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  34. 34. 34 (Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  35. 35. 35 ‫ﭼﮕﻮﻧﻪ؟‬ Q!‫‌ﻭوﺭرﯾﻢ؟‬‫ﺎ‬‫ﺑﯿ‬ ‫ﺑﺪﺳﺖ‬ ‫ﺧﻄﯽ‬ ‫ﭘﺬﯾﺮﯼی‬ ‫ﻣﻘﯿﺎﺱس‬ ‫ﻗﯿﻤﺖ‬ ‫ﺍاﺭرﺯزﺍاﻥن‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﺯزﯾﺎﺩدﯼی‬ ‫ﺗﻌﺪﺍاﺩد‬ ‫ﮐﻤﮏ‬ ‫ﺑﻪ‬ ‫ﭼﮕﻮﻧﻪ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  36. 36. 36 (Map-Reduce) ‫ﮐﺎﻫﺶ‬ ‫ﻧﮕﺎﺷﺖ‬ Q!‫‌ﻭوﺭرﯾﻢ؟‬‫ﺎ‬‫ﺑﯿ‬ ‫ﺑﺪﺳﺖ‬ ‫ﺧﻄﯽ‬ ‫ﭘﺬﯾﺮﯼی‬ ‫ﻣﻘﯿﺎﺱس‬ ‫ﻗﯿﻤﺖ‬ ‫ﺍاﺭرﺯزﺍاﻥن‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﺯزﯾﺎﺩدﯼی‬ ‫ﺗﻌﺪﺍاﺩد‬ ‫ﮐﻤﮏ‬ ‫ﺑﻪ‬ ‫ﭼﮕﻮﻧﻪ‬ A(Map-Reduce) ‫ﮐﺎﻫﺶ‬ ‫ﻧﮕﺎﺷﺖ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  37. 37. 37 ‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬ ‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬ ‫ﺭرﻭو‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‌‫ﻦ‬‫ﻣﻬﻤﺘﺮﯾ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  38. 38. 38 ‫‌ﺷﺪﻩه‬‫ﻊ‬‫‌ﺗﻮﺯزﯾ‬‫ﻞ‬‫‌ﻓﺎﯾ‬+ ‫‌ﺷﺪﻩه‬‫ﻊ‬‫ﺗﻮﺯزﯾ‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ = ‫ﻫﺪﻭوﭖپ‬ Hadoop = HDFS + MapReduce ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  39. 39. 39 ‫ﺭرﻋﯿﺘﯽ‬ /‫ﺍاﺭرﺑﺎﺏب‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  40. 40. 40 ‫ﺭرﻋﯿﺘﯽ‬ /‫ﺍاﺭرﺑﺎﺏب‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  41. 41. 41 ‫ﻫﺪﻭوﭖپ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  42. 42. 42 ‫ﺩدﯾﮕﺮ‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﺑﺎ‬ ‫ﺁآﺷﻨﺎﯾﯽ‬ ‫‌ﺑﺎﺯز‬‫ﻦ‬‫ﻣﺘ‬ ‫ﺧﻮﺏب‬ ‫ﺍاﺑﺰﺍاﺭر‬ ‫ﭼﻨﺪ‬ ‫ﺑﺎ‬ ‫ﺁآﺷﻨﺎﯾﯽ‬ (‫ﻧﺪﺍاﺭرﻡم‬ ‫ﺍاﺑﺰﺍاﺭر‬ ‫ﻣﻌﺮﻓﯽ‬ ‫)ﻗﺼﺪ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  43. 43. (Transfer) ‫ﺟﺎﺑﺠﺎﯾﯽ‬ ‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﺫذﺧﯿﺮ‬ (Join) ‫ﺍاﺭرﺗﺒﺎﻁط‬ ‫ﺑﺮﻗﺮﺍاﺭرﯼی‬ (Index) ‫‌ﮔﺬﺍاﺭرﯼی‬‫ﺲ‬‫ﺍاﻧﺪﯾ‬ (Analytics) ‫ﺗﺤﻠﯿﻞ‬ (Aggregate) ‫ﺗﺠﻤﯿﻊ‬ (Visualize) ‫‌ﺳﺎﺯزﯼی‬‫ﻪ‬‫ﻧﻤﺎﯾ‬ 43 ‫ﻣﺎ‬ ‫‌ﻫﺎﯼی‬‫ﯼی‬‫ﻧﯿﺎﺯزﻣﻨﺪ‬ Image ref: http://supplychaininsightsglobalsummit.com/steps-4-5-to-regain-manufacturing-prowess/ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  44. 44. 44 ‫‌ﺩدﺍاﺩدﻩه‬‫ﻩه‬‫ﭘﺎﯾﮕﺎ‬ ‫ﺍاﻧﻮﺍاﻉع‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  45. 45. 45 SQL ‫ﻭوﺍاﺳﻂ‬ ‫ﺍاﻧﻮﺍاﻉع‬ • Hive • Drill • Impala • Spark SQL ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  46. 46. 46 ‫ﺩدﺍاﺩدﻩه‬ ‫ﺍاﻧﺘﻘﺎﻝل‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  47. 47. 47 ‫ﻣﺨﺰﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬ Amazon S3 , (Opensrouce Implementations)Minio
  48. 48. 48 ‫ﮔﺬﺍاﺭرﯼی‬ ‫ﺍاﻧﺪﯾﺲ‬ ‫ﻭو‬ ‫ﺟﺴﺘﺠﻮ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  49. 49. 49 ‫ﺻﻒ‬ ‫ﻣﺪﯾﺮﯾﺖ‬ ‫ﻭو‬ ‫ﺭرﺳﺎﻧﯽ‬ ‫ﭘﯿﺎﻡم‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  50. 50. 50 ‫ﻓﺎﯾﻞ‬ ‫ﻻﮒگ‬ ‫ﻣﺪﯾﺮﯾﺖ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  51. 51. 51 ‫ﺩدﺍاﺩدﻩه‬ ‫ﺟﺮﯾﺎﻥن‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ Apache Flink Apache Kafka ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  52. 52. 52 ‫ﻣﺤﺎﺳﺒﺎﺕت‬ ‫ﻭو‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﯾﺎﺩدﮔﯿﺮﯼی‬ Apache Hama TensorFlow DL4J ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  53. 53. 53 ‫ﮐﺎﺭر‬ ‫ﺷﺮﻭوﻉع‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﺑﺮﺧﯽ‬ ‫ﭘﺎﯾﻪ‬ ‫ﻣﻔﺎﻫﯿﻢ‬ ‫ﻭو‬ ‫ﺗﺎﺭرﯾﺨﭽﻪ‬ ‫‌ﻫﺎ‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ ‫ﻭو‬ ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬ ‫ﺭرﻭو‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‌‫ﻦ‬‫ﻣﻬﻤﺘﺮﯾ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  54. 54. 54 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﺑﺎﺯزﺍاﺭر‬ ‫ﻧﯿﺎﺯز‬ ‫ﺗﺎ‬ ‫ﺩدﺍاﻧﺸﮕﺎﻩه‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﻣﻌﯿﺎ‬ ‫ﺍاﺯز‬ - ‫ﻣﺤﻔﻮﻇﺎﺕت‬ ‫ﻓﺮﺩدﯼی‬ ‫ﮐﺎﺭر‬ ‫ﺍاﺻﺎﻟﺖ‬ ‫ﺍاﺳﺘﺎﺩد‬ ‫ﺑﻪ‬ ‫ﺍاﺳﺘﻨﺎﺩد‬ ‫ﻣﺤﺎﺳﺒﺎﺕت‬ ‫ﺩدﺭر‬ ‫ﺩدﻗﺖ‬ ‫ﺭرﻓﺮﻧﺲ‬ ‫ﺍاﺻﺎﻟﺖ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  55. 55. 55 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﺑﺎﺯزﺍاﺭر‬ ‫ﻧﯿﺎﺯز‬ ‫ﺗﺎ‬ ‫ﺩدﺍاﻧﺸﮕﺎﻩه‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﻣﻌﯿﺎ‬ ‫ﺍاﺯز‬ - ‫ﻣﺤﻔﻮﻇﺎﺕت‬ ‫ﻓﺮﺩدﯼی‬ ‫ﮐﺎﺭر‬ ‫ﺍاﺻﺎﻟﺖ‬ ‫ﺍاﺳﺘﺎﺩد‬ ‫ﺑﻪ‬ ‫ﺍاﺳﺘﻨﺎﺩد‬ ‫ﻣﺤﺎﺳﺒﺎﺕت‬ ‫ﺩدﺭر‬ ‫ﺩدﻗﺖ‬ ‫ﺭرﻓﺮﻧﺲ‬ ‫ﺍاﺻﺎﻟﺖ‬ ‫ﭼﺎﺑﮑﯽ‬ ‫ﻭو‬ ‫ﺧﻼﻗﯿﺖ‬ ‫ﺗﯿﻤﯽ‬ ‫ﮐﺎﺭر‬ ‫ﺍاﺻﺎﻟﺖ‬ ‫‌ﻣﺎﺭرﮎک‬‫ﭻ‬‫ﺑﻨ‬ ‫ﺑﻪ‬ ‫ﺍاﺳﺘﻨﺎﺩد‬ ‫ﻫﺰﯾﻨﻪ‬ ‫ﮐﺎﻫﺶ‬ / ‫ﮐﺎﺭرﺍاﯾﯽ‬ ‫ﺍاﻓﺰﺍاﯾﺶ‬ ‫ﺳﻮﺩد‬ ‫ﺍاﺻﺎﻟﺖ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  56. 56. 56 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ - ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  57. 57. 57 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ - ‫ﮐﻮﭼﮏ‬ ‫‌ﻫﺎﯼی‬‫ﻡم‬‫ﻗﺪ‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  58. 58. 58 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ - ‫ﮐﻮﭼﮏ‬ ‫‌ﻫﺎﯼی‬‫ﻡم‬‫ﻗﺪ‬ ‫ﭘﻼﺳﺘﯿﮏ‬ ‫ﺁآﻫﻦ‬ ‫ﺑﺮﺑﺮﯾﻨﮓ‬ ‫ﺁآﻟﻮﻣﯿﻨﯿﻮﻡم‬ ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  59. 59. 59 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ - Scala Javascript (Client and Server sides) Java Python In Memory Databases Bash Scripts RDBMS NoSQL ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  60. 60. 60 ‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  61. 61. 61 ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - - Linux (Tools and Scripting) (or Containers such as Docker) ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  62. 62. 62 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - - Linux (Tools and Scripting) (or Containers such as Docker) - Microservices Architecture ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  63. 63. 63 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - - Linux (Tools and Scripting) (or Containers such as Docker) - Microservices Architecture Easy to Understand Easy to Deploy Easy to Scale ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  64. 64. 64 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - - Linux (Tools and Scripting)(or Containers such as Docker) - Microservices Architecture - Piping vs Coding - Develop Small Stateless Functions ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  65. 65. 65 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - Linux Something Service REST API (Service Level) ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Data Processing/Storage Cluster ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬ M1
  66. 66. 66 Linux Linux Tool1 Micro Service 1 REST API (Service Level) Bash 1 Py Fn 1 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  67. 67. 67 Linux Linux Tool2 Linux Tool1 Micro Service 1 REST API (Service Level) Bash 1 Bash 2 Py Fn 1 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  68. 68. 68 Linux REST API (Service Level) ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - M1 ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Micro Service 1 Micro Service 2 Micro Service 3 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  69. 69. 69 Linux REST API (Service Level) ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - Spring Boot M1 ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Micro Service 1 Micro Service 2 Micro Service 3 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  70. 70. 70 Linux REST API (Service Level) Linux REST API (Service Level) ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - M1 M2 ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 1 Micro Service 2 Micro Service 3 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  71. 71. 71 Linux REST API (Service Level) Linux REST API (Service Level) ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - M1 M2 ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 1 Micro Service 2 Micro Service 3 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  72. 72. 72 Linux REST API (Service Level) Linux REST API (Service Level) ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - M1 M2 ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 3 Micro Service 1 Micro Service 3 Micro Service 3 Micro Service 3 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  73. 73. 73 ‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ - ‫ﺻﻨﻌﺘﯽ‬ ‫ﻧﻤﻮﻧﻪ‬ ‫ﺗﺎ‬ ‫ﺍاﻭوﻟﯿﻪ‬ ‫ﻣﺪﻝل‬ ‫ﺍاﺯز‬ - ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Linux REST API (Service Level) Linux REST API (Service Level) Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 3 Micro Service 1 Micro Service 3 Micro Service 3 Micro Service 3 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  74. 74. 74 Uniformed API (LB/Proxy) ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Linux REST API (Service Level) Linux REST API (Service Level) Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 3 Micro Service 1 Micro Service 3 Micro Service 3 Micro Service 3 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  75. 75. 75 REST API (Service Level) ‫ﮐﺸﺴﺎﻥن‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺑﻮﺩدﻥن‬ ‫ﻓﺮﺍاﻫﻢ‬ ‫ﺻﻮﺭرﺕت‬ ‫ﺩدﺭر‬ ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Micro Service 1 Micro Service 2 Micro Service 3 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  76. 76. 76 ‫ﮐﺎﺳﺖ‬ ‫ﺟﻨﮕﻞ‬ ‫ﺍاﯾﻦ‬ ‫ﭘﯿﭽﯿﺪﮔﯽ‬ ‫ﺍاﺯز‬ ‫‌ﻣﯿﺸﻪ‬ ‫ﮐﻮﺑﺮﻧﺘﯿﺲ‬ ‫ﻭو‬ ‫ﺩدﺍاﮐﺮ‬ ‫ﮐﻤﮏ‬ ‫ﺑﻪ‬ ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬ Uniformed API (LB/Proxy) Linux REST API (Service Level) Linux REST API (Service Level) Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 3 Micro Service 1 Micro Service 3 Micro Service 3 Micro Service 3 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 Linux Tool2 Linux Tool1 Bash 1 Bash 2 Py Fn 1 ‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  77. 77. 77 Linux Linux Tool2 Linux Tool1 REST API (Service Level) Bash 1 Bash 2 Py Fn 1 Linux Linux Tool2 Linux Tool1 REST API (Service Level) Bash 1 Bash 2 Py Fn 1 Uniformed API (LB/Proxy) Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 1 Micro Service 3 Micro Service 3 Micro Service 3 Micro Service 3 Linux Linux Tool2 Linux Tool1 REST API (Service Level) Bash 1 Bash 2 Py Fn 1 Micro Service 1 Micro Service 2 Micro Service 3 Micro Service 3 Hadoop Cluster 1 Hadoop Cluster 2 S3 Storage ‫ﺻﺪ‬ ‫ﺗﺎ‬ ‫ﺻﻔﺮ‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
  78. 78. 78 ‫ﺳﻮﺍاﻻﺕت‬ ‫ﺑﻪ‬ ‫ﭘﺎﺳﺦ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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