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Before Starting
Introduction to the Course
Readme
Course Curriculum
Resources
Importance of XAI
Foundations of Explainable AI
Why Model Explainability Matters
Introduction to SHAP and Concepts
SHAP
SHAP Concepts - Part 1
SHAP Concepts - Part 2
Installation and Code
SHAP - Installation and Code
Effect of Background Data
Background Data
Introduction
Effect of Background Data
SHAP Regression Case Study
ML Regression Case Study
Introduction
Regression Case Study - Part 1
Regression Case Study - Part 2
Math Behind SHAP
Math behind Shapley Values
SHAP Maths - Part 1
SHAP Maths - Part 2
Classification Case Study
ML Classification Case Study
Introduction
Classification Case Study - Part 1
Classification Case Study - Part 2
Classification Case Study - Part 3
ANN Case Study
ANN Case Study
Introduction
ANN Case Study - Part 1
ANN Case Study - Part 2
ANN Case Study - Part 3
ANN Case Study - Part 4
SHAP CNN
Introduction
CNN Shap
CNN Case Study
LIME
LIME
Lime Concepts
LIME Code
Outro
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