Building Responsible AI Algorithms (PDF)

Name: Building Responsible AI Algorithms
Brand: APress
SKU: 149735896
Price: 35.97 EUR
Availability: OnlineOnly

A Framework for Transparency, Fairness, Safety, Privacy, and Robustness (Sprache: Englisch)

Autor: Toju Duke

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This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies. AI offers the ability to solve many problems today if implemented correctly and responsibly. This book helps you avoid negative impacts - that in some cases have caused loss of life - and develop models that are fair, transparent, safe, secure, and robust.

The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML. It begins with an examination of the foundational elements of responsibility, principles, and data. Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness. The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers.

What You Will Learn

Build AI/ML models using Responsible AI frameworks and processes
Document information on your datasets and improve data quality
Measure fairness metrics in ML models
Identify harms and risks per task and run safety evaluations on ML models
Create transparent AI/ML models
Develop Responsible AI principles and organizational guidelines

Autoren-Porträt von Toju Duke

¿Toju Duke is a Responsible AI Program Manager at Google with over 17 years of experience spanning across advertising, retail, not-for-profits, and tech industries. She designs Responsible AI programs focused on the development and implementation of Responsible AI frameworks, processes, and tools across Google's product and research teams. Toju is also the Founder of Diverse in AI, a community interest organization with a mission to provide inclusive and diverse AI through humanity. She provides consultation and advice on Responsible AI practices to organizations worldwide.