Machine Learning Evaluation: Towards Reliable and Responsible AI 2nd Edition

Machine Learning Evaluation: Towards Reliable and Responsible AI

Machine Learning Evaluation: Towards Reliable and Responsible AI

Author: by Nathalie Japkowicz (Author), Zois Boukouvalas (Author)

Publisher finelybook 出版社:‏Cambridge University Press

Edition 版次:‏ ‎ 2nd Revised ed. edition

Publication Date 出版日期:‏ ‎ 2024-11-21

Language 语言: ‎ English

Print Length 页数: ‎ 426 pages

ISBN-10: ‎ 1316518868

ISBN-13: ‎ 9781316518861


Book Description
By finelybook

As machine learning applications gain widespread adoption and integration in a variety of applications, including safety and mission-critical systems, the need for robust evaluation methods grows more urgent. This book compiles scattered information on the topic from research papers and blogs to provide a centralized resource that is accessible to students, practitioners, and researchers across the sciences. The book examines meaningful metrics for diverse types of learning paradigms and applications, unbiased estimation methods, rigorous statistical analysis, fair training sets, and meaningful explainability, all of which are essential to building robust and reliable machine learning products. In addition to standard classification, the book discusses unsupervised learning, regression, image segmentation, and anomaly detection. The book also covers topics such as industry-strength evaluation, fairness, and responsible AI. Implementations using Python and scikit-learn are available on the book’s website.

Review

‘By its nature, machine learning has always had evaluation at its heart. As the authors of this timely and important book note, the importance of doing evaluation properly is only increasing as we enter the age of machine learning deployment. The book showcases Japkowicz’ and Boukouvalas’ encyclopaedic knowledge of the subject as well as their accessible and lucid writing style. Quite simply required reading for machine learning researchers and professionals.’ Peter Flach, University of Bristol


Book Description
By finelybook

A practical guide to robust performance evaluation methods machine learning models for modern industrial-strength applications.

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