Hands-On Machine Learning with Scikit-Learn and TensorFlow - Brossura

Geron, Aurelien

Brossura

ISBN 10: 1491962291 ISBN 13: 9781491962299

Casa editrice: O'Reilly Media, 2017

Riassunto

Graphics in this book are printed in black and white.

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
• Apply practical code examples without acquiring excessive machine learning theory or algorithm details

Su questo libro

L'autore

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'.Before this he worked as an engineer in a variety of domains: finance (JP Morgan and Société Générale), defense (Canada's DOD), and healthcare (blood transfusion). He published a few technical books (on C++, WiFi, and Internet architectures), and was a Computer Science lecturer in a French engineering school.A few fun facts: he taught his 3 children to count in binary with their fingers (up to 1023), he studied microbiology and evolutionary genetics before going into software engineering, and his parachute didn't open on the 2nd jump.

Product Description

400pages. in-4. relié. Petit In-4 (282x200 mm), 400 pages. Livre relié Demi-Toile bleue, plats cartonnés (couverts de papier Agathe). Couvertures illustrées en couleurs conservées. Nombreuses figures en noir dans le texte. Reliure solide, malgré coins émoussés. Intérieur propre avec papier un peu jauni. Tête de Collection. Poids: 800 gr.

Dettagli dell?edizione

• Editore: O'Reilly Media
• Data di pubblicazione: 2017
• ISBN 10: 1491962291
• ISBN 13: 9781491962299
• Rilegatura: Copertina flessibile
• Lingua: Inglese
• Numero di pagine: 543