Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems 2nd Edition by Aurélien Géron (Author)

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by Aurélien Géron (Author)

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Product details

Publisher ‏ : ‎ O'Reilly Media
Publication date ‏ : ‎ October 15, 2019
Edition ‏ : ‎ 2nd
Language ‏ : ‎ English
Print length ‏ : ‎ 848 pages
ISBN-10 ‏ : ‎ 1492032646
ISBN-13 ‏ : ‎ 978-1492032649
Item Weight ‏ : ‎ 2.85 pounds
Dimensions ‏ : ‎ 7 x 1.5 x 9.5 inches

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 frameworksâ??Scikit-Learn and TensorFlowâ??author AurÃ©lien GÃ©ron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. Youâ??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 youâ??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
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