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

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

By Aurelien Geron 
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Publisher: shroff publishers and distributors pvt. ltd.
Edition: Paperback
Language: English
EAN: 9789352135219
No. of Pages: 568
Publish Date: 2017-05-13
Binding: Paperback
Sold by Shroff Publishers - BLR
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Description

About The Book

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 Aurlien Gron 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

  • show moreless

    Specification

    Title: Hands- On Machine Learning with Scikit- Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
    Publisher: shroff publishers and distributors pvt. ltd.
    Author: Aurelien Geron
    Edition: Paperback
    Language: English
    EAN: 9789352135219
    No. of Pages: 568
    Publish Date: 2017-05-13
    Binding: Paperback

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