Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition

Publisher: O'Reilly Media
Condition: New
ISBN-13: 9781098125974
Author: Aurelien Geron
Format: Paperback

The third edition of Aurelien Geron's Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, published by O'Reilly Media.

The book is built around working code. The first part covers classical machine learning with Scikit-Learn, from end-to-end project workflow through regression, classification, support vector machines, decision trees, ensembles and dimensionality reduction. The second turns to neural networks with Keras and TensorFlow, covering training deep nets, convolutional and recurrent architectures, attention and transformers, autoencoders, generative models and deployment at scale.

One of the most widely used practical machine learning books, read by developers and analysts moving into ML and used as a course text.