Responsible AI Made Easy with TensorFlow. The Ultimate Roadmap to Ethical AI: A Practical Guide to AI Fairness, Accountability, and Transparency Emmanuel Klu, Sameer Sethi
(ebook)
(audiobook)
(audiobook)
- Autorzy:
- Emmanuel Klu, Sameer Sethi
- Wydawnictwo:
- Packt Publishing
- Ocena:
- Stron:
- 421
Opis
książki
:
Responsible AI Made Easy with TensorFlow. The Ultimate Roadmap to Ethical AI: A Practical Guide to AI Fairness, Accountability, and Transparency
Looking to build machine learning models that are both accurate and fair? Look no further than “Responsible AI Made Easy with TensorFlow”! This hands-on guide will show you how to use TensorFlow, the popular open-source ML platform, to create AI-enabled products that prioritize fairness, accountability, and transparency.
Using real-world case studies and practical code examples, you will learn the principles of responsible AI and how to apply them in your projects. You will take a step-by-step approach through the ML development workflow, with practical guidance on how you can make responsible choices at every stage. Further, you will gain expertise in cutting-edge techniques for preprocessing data and optimizing models for fair and equitable outcomes. This book also discusses broader issues at the intersection of AI and society. It explores critical socio-technical topics including governance, accountability, problem understanding, human factors, deployment, and monitoring of ML models.
By the end of this book, with clear explanations, engaging examples, and practical advice, you will be able to responsibly build and deploy ML models into society - all while having fun along the way!
Using real-world case studies and practical code examples, you will learn the principles of responsible AI and how to apply them in your projects. You will take a step-by-step approach through the ML development workflow, with practical guidance on how you can make responsible choices at every stage. Further, you will gain expertise in cutting-edge techniques for preprocessing data and optimizing models for fair and equitable outcomes. This book also discusses broader issues at the intersection of AI and society. It explores critical socio-technical topics including governance, accountability, problem understanding, human factors, deployment, and monitoring of ML models.
By the end of this book, with clear explanations, engaging examples, and practical advice, you will be able to responsibly build and deploy ML models into society - all while having fun along the way!
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Szczegóły książki
- Tytuł oryginału:
- Responsible AI Made Easy with TensorFlow. The Ultimate Roadmap to Ethical AI: A Practical Guide to AI Fairness, Accountability, and Transparency
- ISBN Ebooka:
- 978-18-051-2792-5, 9781805127925
- Data wydania ebooka :
-
2024-06-20
Data wydania ebooka często jest dniem wprowadzenia tytułu do sprzedaży i może nie być równoznaczna
z datą wydania książki papierowej. Dodatkowe informacje możesz znaleźć w darmowym fragmencie.
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- Język publikacji:
- 1
- Zgłoś erratę
- Kategorie:
Big Data
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