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Before Starting
Introduction to the Course
Prerequisite for Courses
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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