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 ...
Get Interpretable Machine Learning with Python now with the O’Reilly learning platform.
O’Reilly members experience live online training, plus books, videos, and digital content from nearly 200 publishers.
