Synthetic Data and Generative AI

by Vincent Granville

Synthetic Data and Generative AI covers the foundations of machine learning with modern approaches to solving complex problems and the systematic generation and use of synthetic data. Emphasis is on scalability, automation, testing, optimizing, and interpretability (explainable AI). For instance, regression techniques - including logistic and Lasso - are presented as a single method without using advanced linear algebra. Confidence regions...

• Format: Paperback
• Language: English
• ISBN: 0443218579
• ISBN13: 9780443218576
• Release Date: January 2024
• Publisher: Morgan Kaufmann Publishers
• Length: 250 Pages