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Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow

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Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow

Concepts, Tools, and Techniques to Build Intelligent Systems
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Description

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 Aurelien Geron 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

Author Biography:

Aurelien Geron is a Machine Learning consultant, author of the O'Reilly book Hands-on Machine Learning with Scikit-Learn and TensorFlow. A former Googler, he led YouTube's 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 a software engineer in a variety of domains: finance, defense, health care, and more.
Release date NZ
October 11th, 2019
Pages
600
Edition
2nd New edition
Audiences
  • Professional & Vocational
  • Technical / Manuals
Publisher
O'Reilly Media
Country of Publication
United States
Imprint
O'Reilly Media
Dimensions
178x233x31
ISBN-13
9781492032649
Product ID
28145151

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