Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Géron, Aurélien

ISBN 10: 1491962291 / ISBN 13: 9781491962299

Edité par O'Reilly Media, 2017

A propos de cet article

Some wear, but still a good reading copy.Over 1,000,000 satisfied customers since 1997! Choose expedited shipping (if available) for much faster delivery. Delivery confirmation on all US orders. N° de réf. du vendeur 10860557

Détails bibliographiques

Titre : Hands-On Machine Learning with Scikit-Learn ...

Éditeur : O'Reilly Media

Date d'édition : 2017

Reliure : paperback

Etat : Good

A propos de ce titre

Synopsis :

Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks - Scikit-Learn and TensorFlow - author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you've learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets ; Use Scikit-Learn to track an example machine learning project end-to-end ; Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods ; Use the TensorFlow library to build and train neural nets ; Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning ; Learn techniques for training and scaling deep neural nets ; a Apply practical code examples without acquiring excessive machine learning theory or algorithm details.

Biographie de l'auteur:

Aurélien Géron is a machine learning consultant. A former Googler, he led the YouTube video classification team from 2013 to 2016. He was also a founder and CTO of Wifirst from 2002 to 2012, a leading Wireless ISP in France, and a founder and CTO of Polyconseil in 2001, the firm that now manages the electric car sharing service Autolib'.