What is Interpretable Machine Learning - ML Explainability - with Python LIME Shap Tutorial

Published: 23 August 2021
on channel: 1littlecoder
8,234
164

In this ML video, We'll learn about Interpretable Machine Learning which otherwise is known as Machine Learning Explainability and Explainable AI. Along with Python Examples

00:00 Introduction - Outline
01:13 Credits
02:57 What is Interpretable Machine Learning?
04:12 Why is Machine Learning Explainability Required?
12:12 How is IML relevant to me?
16:45 Types of IML
19:40 LIME , Advantages and Disadvantages of LIME with Python Tutorial
30:50 SHAP , Advantages and Disadvantages of SHAP

Credits: Christoph Molnar's Free Book - https://christophm.github.io/interpre...


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