Interpretable Machine Learning with Python

Goodreads rating:4.5 stars
Amazon rating:4.9 stars

This book dives deep into the essence of making complex machine learning models understandable and accountable. This book covers everything from white-box models like linear regression and decision trees to a comprehensive suite of model-agnostic methods for black-box models. Techniques such as SHAP, LIME, and counterfactuals are explored in depth, alongside methods for understanding deep learning models for vision and text.

It lays out advanced techniques, including causal inference and quantifying uncertainty, making it an essential resource for data scientists, machine learning engineers, MLOps engineers, and anyone vested in AI's responsible development and deployment. It's also a good resource for those beginning their journey in machine learning, provided they have a solid foundation in Python.

This book is more than just a guide—it's a bridge to understanding the intricate dance between artificial intelligence and the real world, ensuring that the technology we build today is both understandable and ethical for tomorrow's challenges.

Where to purchase?

Online Sellers

🇺🇸🇩🇪🇬🇧🇯🇵🇨🇦🇨🇳..
Amazon

Select Countries

Amazon.com (e-book & paperback)
Amazon.de (e-book & paperback)
Amazon.co.uk (e-book & paperback)
Amazon.co.jp (e-book & paperback)
Amazon.ca (e-book & paperback)
Amazon.cn (e-book only)
Amazon.in (e-book & paperback)
Amazon.com.mx (e-book only)
Amazon.com.tr (paperback only)
Amazon.pl (paperback only)
Amazon.com.br (e-book only)
Amazon.sg (paperback only)

🌎🌍🌏
Packt Publishing

Global

Packtpub.com (e-book only)

🇺🇸
B&N, Target, and Walmart

United States

BarnesAndNoble.com (e-book & paperback)
Target.com (paperback only)
Walmart.com (paperback only)

🇩🇪
Lehmanns

Germany

Lehmanns.de (paperback only)

🇬🇧
Waterstones

United Kingdom

Waterstones.com (paperback & 1st edition only)

🇯🇵
Rakuten

Japan

Rakuten.co.jp (e-book only)

🇨🇦
Indigo

Canada

Indigo.ca (e-book only)

🇲🇫🇪🇸🇵🇹
FNAC

France, Spain & Portugal

Fnac.com (e-book only)
Fnac.es (e-book only)
Fnac.pt (e-book & 1st edition only)

🇵🇹
Wook

Portugal

Wook.pt (e-book only)

🇮🇹
La Feltrinelli

Italy

IBS.it (paperback only)

🇰🇷
Aladin, yes24, ridibooks

South Korea

Aladin.co.kr (paperback only)
Yes24.com (paperback only)
Ridibooks.com (e-book only)

🇮🇪
World of Books

Ireland

WorldOfBooks.com (paperback & 1st edition only)

🇦🇺
Dymocks, A&R/Booktopia

Australia

Dymocks.com.au (paperback only)
AngusRobertson.com.au (paperback only)
Booktopia.com.au (e-book & 1st edition only)

🇦🇺🇳🇿
Fishpond

Australia & New Zealand

Fishpond.co.au (paperback only)
Fishpond.co.nz (paperback only)

🇧🇪🇳🇱
Bol.com

Belgium & Netherlands

Bol.com/be (e-book & paperback)
Bol.com/nl (e-book & paperback)

🇳🇱
Donner.nl

Netherlands

Donner.nl (paperback only)

🇸🇪🇳🇴🇫🇮
Adlibris

Sweden, Norway, & Finland

Adlibris.com/se (paperback only)
Adlibris.com/no (paperback only)
Adlibris.com/fi (paperback only)

🇳🇴
Bokklubben

Norway

Bokklubben.no (paperback only)

🇩🇰
Saxo, AB

Denmark

Saxo.com (e-book only)
Academicbooks.dk (paperback & 1st edition only)

🇪🇪🇱🇻🇱🇹
Krisostomus

Estonia, Latvia, & Lithuania

Kriso.ee (paperback only)
Kriso.lv (paperback only)
Kriso.lt (paperback only)

🇨🇭
Buchhaus.ch

Switzerland

Buchhaus.ch (paperback only)

🇹🇼
Tenlong

Taiwan

Tenlong.com.tw (paperback only)

🇦🇪
Pricena

United Arab Emirates

ae.pricena.com (paperback only)

Brick & Mortar Sellers

Testimonials

BookAuthority Best AI Models Books of All Time