Interpretable Machine Learning by Molnar, Christoph

Interpretable Machine Learning

This book is about making machine learning models and their decisions interpretable. After exploring the concepts of...
$136.06 SGD
$136.06 SGD
SKU: 9780244768522
Product Type: Books
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Author: Christoph Molnar
Format: Paperback
Language: English
Subtotal: $136.06
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Interpretable Machine Learning by Molnar, Christoph

Interpretable Machine Learning

$136.06

Interpretable Machine Learning

$136.06
Author: Christoph Molnar
Format: Paperback
Language: English
This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Author: Christoph Molnar
Publisher: Lulu.com
Published: 02/28/2020
Pages: 320
Binding Type: Paperback
Weight: 1.26lbs
Size: 9.69h x 7.44w x 0.67d
ISBN: 9780244768522

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