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Skill Topic ยท Cinematic

๐Ÿ™ GitHub Actions for ML โ€” Automated ML Pipelines

MLOps Series #32 โ€” GitHub me code push karo, ML pipeline auto-run ho jaye! .github/workflows/ = MLโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ™ GitHub Actions for ML โ€” Automated ML Pipelines โ€” Quick Facts

๐Ÿ“Œ

Feature: Use Case

๐ŸŽฏ

Matrix strategy: Multiple Python/framework versionsโ€ฆ

โšก

Self-hosted runners: GPU training

๐Ÿ”‘

Caching: Dependencies cache save

Topic 1
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ’ก GitHub Actions Kya Hai?

๐Ÿ“Š ` 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”‚ GitHub Actions =โ€ฆ
Topic 2
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ—๏ธ ML Workflow Architecture

๐Ÿ”ฌ ` 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”‚ ML GITHUB ACTIONSโ€ฆ
Topic 3
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ“Š GitHub Actions Features for ML

๐Ÿ“ˆ | Feature | Use Case | Example | |---------|----------|---------| | Matrix strategy |โ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ’ป GitHub Actions Workflow Generator

๐Ÿงฎ `python ============================================ GitHub Actions ML Workflow Generatorโ€ฆ
Topic 5
โœจ

โ“ Quiz

๐Ÿ’ก

a) test job delete hota hai

๐Ÿ”‘

b) Current job "test" job completeโ€ฆ

โšก

c) Test install hota hai

๐ŸŽฏ

a) Free hai

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ™ GitHub Actions for ML โ€” Automated ML Pipelines ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ™ GitHub Actions for ML โ€” Automated ML Pipelines ka 'Matrix strategy' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ™ GitHub Actions for ML โ€” Automated ML Pipelines Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ™ GitHub Actions for ML โ€” Automated ML Pipelines Complete

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