این اسلاید‌های همایشی ست که در دانشگاه علم و فرهنگ برای دانشجویان و علاقمندان برگزار شد

1. 1
۱۳۹۵ ‫ﺯزﻣﺴﺘﺎﻥن‬
‫ﺻﺪﯾﻘﯽ‬ ‫ﺍاﻣﯿﺮ‬
‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﻃﺮﺍاﺣﯽ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬
@amirsedighi :‫ﺗﻮ3ﺘﺮ‬
:‫ﺍاﯾﻤﯿﻞ‬sedighi@gmail.com

2. ‫ﺻﺪﯾﻘﯽ‬ ‫ﺍاﻣﯿﺮ‬
:‫ﻣﻮﺳﺲ‬
2
‫ﻣﻌﺮﻓﯽ‬
http://recommender.ir
@amirsedighi :‫ﺗﻮ3ﺘﺮ‬
:‫ﺍاﯾﻤﯿﻞ‬sedighi@gmail.com

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
‫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
‫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
‫ﻭوﺍاﻗﻌﯿﺖ‬ ‫ﺗﺎ‬ ‫ﺗﺼﻮﺭرﺍاﺕت‬ ‫ﺍاﺯز‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

7. 7
‫ﺩدﯾﺮﻭوﺯز‬
640KB
1.2MB
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

8. 8
‫ﺷﺪ‬ ‫ﺷﺮﻭوﻉع‬ ‫ﮐﺠﺎ‬ ‫ﺍاﺯز‬ ‫ﺩدﺍاﺳﺘﺎﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

9. 9
‫ﺷﺪ‬ ‫ﺷﺮﻭوﻉع‬ ‫ﮐﺠﺎ‬ ‫ﺍاﺯز‬ ‫ﺩدﺍاﺳﺘﺎﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

10. 10
‫ﺩدﺍاﺩدﻩه‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ ‫ﻭو‬ ‫ﺗﮑﺜﯿﺮ‬ ،‫ﺗﻮﻟﯿﺪ‬ ‫‌ﻫﺎﯼی‬‫ﺵش‬‫ﺭرﻭو‬ ‫ﺗﮑﺎﻣﻞ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

11. 11
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫ﺗﻨﻮﻉع‬ ‫ﻭو‬ ‫ﺗﻌﺪﺍاﺩد‬ ‫ﺭرﺷﺪ‬ ‫ﺍاﺯز‬ ‫ﻧﺎﺷﯽ‬ ‫ﺍاﺛﺮﺍاﺕت‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

12. 12
Welcome to the Machine‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
‫ﺩدﯾﺮﻭوﺯز‬ ‫‌ﻫﺎﯼی‬‫ﺭر‬‫ﺍاﺑﺰﺍا‬ / ‫‌ﻫﺎ‬‫ﺵش‬‫ﺭرﻭو‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

15. 15
‫ﻣﻘﺪﻡم‬ ‫ﺧﻂ‬
Data Scientist
Data Engineer
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

16. 16
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
!‫ﭘﺴﻨﺪﯾﺪﻡم‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

17. 17
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
(‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫)ﻧﻈﺮ‬ ‫‌ﻫﺎ‬‫ﺖ‬‫ﮐﺎﻣﻨ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

18. 18
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‌‫ﻮ‬‫ﻭوﯾﺪﺋ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

19. 19
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻣﺎﻟﯽ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﺗﺮﺍاﮐﻨ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

20. 20
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﺗﺼﻮﯾﺮ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

21. 21
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

22. 22
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

23. 23
‫‌ﻫﺎ؟‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺪﺍاﻡم‬
‫ﻻﮒگ‬
‫ﮐﺎﺭرﺑﺮﺍاﻥن‬ ‫‌ﻫﺎﯼی‬‫ﮏ‬‫ﮐﻠﯿ‬
‫‌ﺳﺮﻭوﺭر‬‫ﺏب‬‫ﻭو‬ ‫ﻻﮒگ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
‫‌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
‫‌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
‫ﺍاﺻﻠﯽ‬ ‫ﻣﻨﺒﻊ‬
http://hadoopilluminated.com/hadoop_illuminated
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

28. 28
‫ﺗﺠﻬﯿﺰﺍاﺕت‬ ‫ﻭو‬ ‫ﻣﺎ‬ ‫ﺩدﯾﺠﯿﺘﺎﻝل‬ ‫ﺭرﺩدﭘﺎﯼی‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

31. 31
(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

32. 32
(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬
Scale-Up
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

33. 33
(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬
Scale-Out
Scale-Up
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

34. 34
(Scalability) ‫‌ﭘﺬﯾﺮﯼی‬‫ﺱس‬‫ﻣﻘﯿﺎ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
(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
‫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
‫‌ﺷﺪﻩه‬‫ﻊ‬‫‌ﺗﻮﺯزﯾ‬‫ﻞ‬‫‌ﻓﺎﯾ‬+ ‫‌ﺷﺪﻩه‬‫ﻊ‬‫ﺗﻮﺯزﯾ‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬ = ‫ﻫﺪﻭوﭖپ‬
Hadoop = HDFS + MapReduce
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

39. 39
‫ﺭرﻋﯿﺘﯽ‬ /‫ﺍاﺭرﺑﺎﺏب‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

40. 40
‫ﺭرﻋﯿﺘﯽ‬ /‫ﺍاﺭرﺑﺎﺏب‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

41. 41
‫ﻫﺪﻭوﭖپ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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. (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
‫‌ﺩدﺍاﺩدﻩه‬‫ﻩه‬‫ﭘﺎﯾﮕﺎ‬ ‫ﺍاﻧﻮﺍاﻉع‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

45. 45
SQL ‫ﻭوﺍاﺳﻂ‬ ‫ﺍاﻧﻮﺍاﻉع‬
• Hive
• Drill
• Impala
• Spark SQL
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

46. 46
‫ﺩدﺍاﺩدﻩه‬ ‫ﺍاﻧﺘﻘﺎﻝل‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

47. 47
‫ﻣﺨﺰﻥن‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬
Amazon S3 , (Opensrouce Implementations)Minio

48. 48
‫ﮔﺬﺍاﺭرﯼی‬ ‫ﺍاﻧﺪﯾﺲ‬ ‫ﻭو‬ ‫ﺟﺴﺘﺠﻮ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

49. 49
‫ﺻﻒ‬ ‫ﻣﺪﯾﺮﯾﺖ‬ ‫ﻭو‬ ‫ﺭرﺳﺎﻧﯽ‬ ‫ﭘﯿﺎﻡم‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

50. 50
‫ﻓﺎﯾﻞ‬ ‫ﻻﮒگ‬ ‫ﻣﺪﯾﺮﯾﺖ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

51. 51
‫ﺩدﺍاﺩدﻩه‬ ‫ﺟﺮﯾﺎﻥن‬ ‫ﭘﺮﺩدﺍاﺯزﺵش‬
Apache Flink
Apache Kafka
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

52. 52
‫ﻣﺤﺎﺳﺒﺎﺕت‬ ‫ﻭو‬ ‫ﻣﺎﺷﯿﻦ‬ ‫ﯾﺎﺩدﮔﯿﺮﯼی‬
Apache Hama
TensorFlow
DL4J
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
‫‌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
‫‌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
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ -
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

57. 57
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫‌ﺳﺎﺯزﯼی‬‫ﻩه‬‫ﭘﯿﺎﺩد‬ ‫ﺗﺎ‬ ‌‫ﻩه‬‫ﺍاﯾﺪ‬ ‫ﺍاﺯز‬ -
‫ﮐﻮﭼﮏ‬ ‫‌ﻫﺎﯼی‬‫ﻡم‬‫ﻗﺪ‬
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
‫‌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
‫‌ﺭرﻭو‬‫ﺶ‬‫ﭘﯿ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬
‫ﻣﻄﻠﻮﺏب‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺗﺎ‬ ‫ﻣﻮﺟﻮﺩد‬ ‫ﺯزﯾﺮﺳﺎﺧﺖ‬ ‫ﺍاﺯز‬ -
‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬

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
‫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
‫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
‫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
‫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
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
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
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
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
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
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
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
‫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
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
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
‫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
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
‫ﺳﻮﺍاﻻﺕت‬ ‫ﺑﻪ‬ ‫ﭘﺎﺳﺦ‬‫‌ﺍاﻟﺘﺤﺼﯿﻼﻥن‬‫ﻍغ‬‫ﻓﺎﺭر‬ ‫ﺭرﻭوﯼی‬ ‫ﭘﯿﺶ‬ ‫‌ﻫﺎﯼی‬‫ﺶ‬‫ﭼﺎﻟ‬ ‫ﻭو‬ ‫ﺑﺰﺭرﮒگ‬ ‫‌ﻫﺎﯼی‬‫ﻩه‬‫ﺩدﺍاﺩد‬ ‫ﮐﺎﺭرﺑﺮﺩدﯼی‬ ‫ﺧﺪﻣﺎﺕت‬ ‫ﺗﻮﺳﻌﻪ‬ ‫ﻭو‬ ‫ﺍاﺣﯽ‬‫ﺮ‬‫ﻃ‬