Robust Machine Learning: Distributed Methods for Safe AI

by Rachid Guerraoui, Rafael Pinot, Nirupam Gupta

Today, machine learning algorithms are often distributed across multiple machines to leverage more computing power and more data. However, the use of a distributed framework entails a variety of security threats. In particular, some of the machines may misbehave and jeopardize the learning procedure. This could, for example, result from hardware and software bugs, data poisoning or a malicious player controlling a subset of the machines. This book...

• Format: Hardcover
• Language: English
• ISBN: 9819706874
• ISBN13: 9789819706877
• Release Date: April 2024
• Publisher: Springer
• Length: 170 Pages
• Weight: 0.98 lbs.
• Dimensions: 0.5" x 6.1" x 9.2"