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