Practicing Trustworthy Machine Learning: Consistent, Transparent, and Fair AI Pipelines

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O’Reilly’s mission is to change the world by sharing the knowledge of innovators. For over 40 years, we’ve inspired companies and individuals to do new things (and do them better) by providing the skills and understanding that are necessary for success.

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Publisher ‏ : ‎ O’Reilly Media; 1st edition (February 7, 2023)
Language ‏ : ‎ English
Paperback ‏ : ‎ 300 pages
ISBN-10 ‏ : ‎ 1098120272
ISBN-13 ‏ : ‎ 978-1098120276
Item Weight ‏ : ‎ 1.1 pounds
Dimensions ‏ : ‎ 6.9 x 0.8 x 9.1 inches

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Price: $79.99 - $37.04
(as of Nov 01,2024 19:24:13 UTC – Details)


From the brand

oreilly

oreilly

Explore our collection

Oreilly

Oreilly

Sharing the knowledge of experts

O’Reilly’s mission is to change the world by sharing the knowledge of innovators. For over 40 years, we’ve inspired companies and individuals to do new things (and do them better) by providing the skills and understanding that are necessary for success.

Our customers are hungry to build the innovations that propel the world forward. And we help them do just that.

Publisher ‏ : ‎ O’Reilly Media; 1st edition (February 7, 2023)
Language ‏ : ‎ English
Paperback ‏ : ‎ 300 pages
ISBN-10 ‏ : ‎ 1098120272
ISBN-13 ‏ : ‎ 978-1098120276
Item Weight ‏ : ‎ 1.1 pounds
Dimensions ‏ : ‎ 6.9 x 0.8 x 9.1 inches

This Post Has 6 Comments

  1. Valuable resource for anyone working in machine learning
    This book is a page-turner for anyone who wants to dive deep into the world of machine learning and AI ethics. The authors did an excellent job of breaking down complex concepts into easy-to-digest nuggets of knowledge.
    The chapters are well-structured and follow a logical flow that builds upon previous concepts. The authors use real-world code examples and case studies to illustrate how these concepts can be applied in practice. This makes it easy to understand the practical implications of the principles being discussed.
    One of the things I appreciated most about this book is the attention paid to fairness and bias in AI. The authors highlight the importance of ensuring that machine learning models are not perpetuating existing biases in society. They provide actionable steps that ML practitioners can take to address bias and ensure fairness in their models.
    Overall, I highly recommend this book to anyone who wants to develop a deep understanding of ethical and trustworthy AI.

  2. Great for ML Engineers
    I bought this book because I work as a machine learning engineer, and I’d like to become more knowledgeable about its responsible use. This book is great for that. It takes a very practical approach to the subject, going into clear detail. It covers privacy and fairness, topics which come up often when you use an ML model in the real world. Good mix of theory and practice. It’s definitely a book I’ll be reaching for as a reference in the future.

  3. A great introduction to a lot of esoteric subjects in ML
    This is one of the best AI safety books with code out there……on the grounds of being one of the very few AI safety books with ANY code examples. This book does assume one already knows how to put together a neural network in PyTorch. That being said, it does a pretty good job in being consistent with the use of PyTorch and HuggingFace for the examples.
    Disclaimer: I am one of the authors of this book.

  4. An excellent resource for anyone involved in the field of AI and machine learning
    One of the things I liked most about this book is its emphasis on the ethical considerations of machine learning. The authors do a great job of highlighting the potential biases and ethical challenges that arise when working with large datasets and cutting edge algorithms.

  5. Love the code examples
    Very practical book that is up to date with a rapidly changing field, great for effective altruists and others concerned with grounding ethics in actionable guidelines.

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