Duke, Toju
Building Responsible AI Algorithms: A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
- ISBN 13:
- 9781484293058
- author:
- Duke, Toju
- format:
- Paperback
- publisher:
- Apress
- language:
- English
- Publication Year:
- 2023
- Pages:
- 190
- Dimensions:
- 23.4 x 15.6 x 1.1 centimetres (0
- Genre:
- Computers, Artificial Intelligence, Nonfiction,
- Condition:
- New
- Availability:
- Item usually sent within 20 working days
Description
Building Responsible AI Algorithms: A Framework for Transparency, Fairness, Safety, Privacy, and Robustness by Toju Duke. This book introduces a comprehensive framework for responsible artificial intelligence (AI) development. It guides you through the processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce risks and harms associated with AI technologies. By following this approach, you can develop models that are fair, transparent, safe, secure, and robust. The book begins by examining the foundational elements of responsibility, principles, and data, before providing guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness. It offers practical steps to deliver responsible ML models, datasets, and products for your end users and customers.