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Skill Topic ยท Cinematic

๐Ÿ” Explainability โ€” Model Ke Decisions Ko Samjho

MLOps Series #51 โ€” Model ne "reject" kiya par kyun? SHAP, LIME aur interpretability se harโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ” Explainability โ€” Model Ke Decisions Ko Samjho โ€” Quick Facts

๐Ÿ“Œ

Method: Type

๐ŸŽฏ

SHAP: Game theory

โšก

LIME: Perturbation

๐Ÿ”‘

PDP: Marginal

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก ML Explainability Landscape

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”€โ”€โ” โ”‚ ML EXPLAINABILITYโ€ฆ
Topic 2
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ“Š Explainability Methods

๐Ÿง  | Method | Type | Scope | Speed | Best For | |--------|------|-------|-------|----------|โ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ’ป ML Explainability Engine

๐Ÿ’ก `python ============================================ ML Explainability Engineโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Model accuracy

๐Ÿ”‘

b) Har feature ka individualโ€ฆ

โšก

c) Training time

๐ŸŽฏ

a) Same hai

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ” Explainability โ€” Model Ke Decisions Ko Samjho ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ” Explainability โ€” Model Ke Decisions Ko Samjho ka 'SHAP' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ” Explainability โ€” Model Ke Decisions Ko Samjho Complete!

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