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Interpretable Machine Learning with Python

You're reading from   Interpretable Machine Learning with Python Learn to build interpretable high-performance models with hands-on real-world examples

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Product type Paperback
Published in Mar 2021
Publisher Packt
ISBN-13 9781800203907
Length 736 pages
Edition 1st Edition
Languages
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Author (1):
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Serg Masís Serg Masís
Author Profile Icon Serg Masís
Serg Masís
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Toc

Table of Contents (19) Chapters Close

Preface 1. Section 1: Introduction to Machine Learning Interpretation
2. Chapter 1: Interpretation, Interpretability, and Explainability; and Why Does It All Matter? FREE CHAPTER 3. Chapter 2: Key Concepts of Interpretability 4. Chapter 3: Interpretation Challenges 5. Section 2: Mastering Interpretation Methods
6. Chapter 4: Fundamentals of Feature Importance and Impact 7. Chapter 5: Global Model-Agnostic Interpretation Methods 8. Chapter 6: Local Model-Agnostic Interpretation Methods 9. Chapter 7: Anchor and Counterfactual Explanations 10. Chapter 8: Visualizing Convolutional Neural Networks 11. Chapter 9: Interpretation Methods for Multivariate Forecasting and Sensitivity Analysis 12. Section 3:Tuning for Interpretability
13. Chapter 10: Feature Selection and Engineering for Interpretability 14. Chapter 11: Bias Mitigation and Causal Inference Methods 15. Chapter 12: Monotonic Constraints and Model Tuning for Interpretability 16. Chapter 13: Adversarial Robustness 17. Chapter 14: What's Next for Machine Learning Interpretability? 18. Other Books You May Enjoy

The mission

Who doesn't love chocolate?! It's a global favorite, with around nine out of ten people loving it and about a billion people eating it every day. One popular form in which it is consumed is as a chocolate bar. However, even universally beloved ingredients can be used in ways that aren't universally appealing—so, chocolate bars can range from the sublime to the mediocre, to downright unpleasant. Often, this is solely determined by the quality of the cocoa or additional ingredients, and sometimes it becomes an acquired taste once it's combined with exotic flavors.

A French chocolate manufacturer who is obsessed with excellence has reached out to you. They have a problem. All of their bars have been highly rated by critics, yet critics have very particular taste buds. And some bars they love have inexplicably mediocre sales, but non-critics seem to like them in focus groups and tastings, so they are puzzled why sales don't coincide with their...

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