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Skill Topic ยท Cinematic

๐Ÿš€ MLOps Kya Hai? โ€” ML ko Production Me Le Jaana

MLOps Series #01 โ€” MLOps ka introduction aur kyun zaroori hai! Model banana easy hai, production meโ€ฆ

Overview
๐ŸŒŸ

๐Ÿš€ MLOps Kya Hai? โ€” ML ko Production Me Le Jaana โ€” Quick Facts

๐Ÿ“Œ

Aspect: Traditional ML

๐ŸŽฏ

Development: Jupyter notebooks, ad-hoc

โšก

Data: One-time download

๐Ÿ”‘

Training: Manual, local machine

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ’ก MLOps Kya Hai?

๐Ÿค– ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ โ”‚ MLOps = Machine Learningโ€ฆ
Topic 2
๐Ÿง  ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“Š Problem: ML in Production Kyun Fail Hota Hai?

๐Ÿง  ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ โ”‚ ML PROJECTS KA REALITY: โ”‚โ€ฆ
Topic 3
โœจ

๐Ÿ”„ MLOps vs Traditional ML

๐Ÿ’ก | Aspect | Traditional ML | MLOps | |---|---|---| | Development | Jupyter notebooks,โ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ—๏ธ MLOps Architecture

โšก ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ โ”‚ COMPLETE MLOpsโ€ฆ
Topic 5
โœจ

๐Ÿ› ๏ธ Core MLOps Components

๐ŸŽฏ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ โ”‚ MLOps KE 7 PILLARS: โ”‚ โ”‚ โ”‚โ€ฆ
Topic 6
โœจ

๐Ÿ’ป Python Example: MLOps Concepts

๐Ÿ”ฎ `python ============================================ MLOps Concepts โ€” Code Me Samjhoโ€ฆ
Topic 7
โœจ

๐Ÿ“‹ ML vs Software: Key Differences

๐ŸŒ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ โ”‚ โ”‚ WHY ML DEPLOYMENT ISโ€ฆ
Topic 8
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

โ“ Quiz

๐Ÿ’ก

a) Ek programming language

๐Ÿ”‘

b) ML models ko reliablyโ€ฆ

โšก

c) Sirf Docker use karna

๐ŸŽฏ

a) Python install nahi hota

Comparison
โœจ

๐Ÿ”„ MLOps vs Traditional ML

โš–๏ธ

Development: Jupyter notebooks, ad-hoc

โš–๏ธ

Data: One-time download

โš–๏ธ

Training: Manual, local machine

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿš€ MLOps Kya Hai? โ€” ML ko Production Me Le Jaana ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿš€ MLOps Kya Hai? โ€” ML ko Production Me Le Jaana ka 'Development' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿš€ MLOps Kya Hai? โ€” ML ko Production Me Le Jaana Complete!

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