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Interpretable Machine Learning with Python by Serg Masis

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Table of Contents

Preface

Section 1: Introduction to Machine Learning Interpretation

Chapter 1: Interpretation, Interpretability, and Explainability; and Why Does It All Matter?

Technical requirements

What is machine learning interpretation?

Understanding a simple weight prediction model

Understanding the difference between interpretability and explainability

What is interpretability?

What is explainability?

A business case for interpretability

Better decisions

More trusted brands

More ethical

More profitable

Summary

Image sources

Further reading

Chapter 2: Key Concepts of Interpretability

Technical requirements

The mission

Details about CVD

The approach

Preparations

Loading the libraries

Understanding and preparing the data

Learning about interpretation ...

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