Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
  • Author : Aurélien Géron
  • Release Date : 05 September 2019
  • Publisher : "O'Reilly Media, Inc."
  • Genre : Computers
  • Pages : 856
  • ISBN 13 : 9781492032595

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow Book Summary

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

Hands On Machine Learning with Scikit Learn  Keras  and TensorFlow

Hands On Machine Learning with Scikit Learn Keras and TensorFlow

Author : Aurélien Géron
Publisher : "O'Reilly Media, Inc."
Genre : Computers
Total View : 9479 Views
File Size : 46,7 Mb
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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, ...

Hands On Machine Learning with Scikit Learn  Keras  and TensorFlow

Hands On Machine Learning with Scikit Learn Keras and TensorFlow

Author : Aurélien Géron
Publisher : O'Reilly Media
Genre : Computers
Total View : 4347 Views
File Size : 48,9 Mb
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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, ...

Hands On Machine Learning with R

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Author : Brad Boehmke,Brandon M. Greenwell
Publisher : CRC Press
Genre : Business & Economics
Total View : 8435 Views
File Size : 47,9 Mb
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Hands-on Machine Learning with R provides a practical and applied approach to learning and developing intuition into today’s most popular machine learning methods. This book serves as a practitioner’s guide to the machine learning process and is meant to help the reader learn to apply the machine learning ...

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Author : Tarek Amr
Publisher : Packt Publishing Ltd
Genre : Computers
Total View : 4877 Views
File Size : 46,8 Mb
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Publisher : Packt Publishing Ltd
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File Size : 53,8 Mb
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Implement supervised and unsupervised machine learning algorithms using C++ libraries such as PyTorch C++ API, Caffe2, Shogun, Shark-ML, mlpack, and dlib with the help of real-world examples and datasets Key FeaturesBecome familiar with data processing, performance measuring, and model selection using various C++ librariesImplement practical machine learning and deep learning ...

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Publisher : CRC Press
Genre : Business & Economics
Total View : 2167 Views
File Size : 50,5 Mb
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Traditional books on machine learning can be divided into two groups- those aimed at advanced undergraduates or early postgraduates with reasonable mathematical knowledge and those that are primers on how to code algorithms. The field is ready for a text that not only demonstrates how to use the algorithms that ...

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Publisher : Packt Publishing Ltd
Genre : Computers
Total View : 4224 Views
File Size : 45,6 Mb
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Author : Burak Kanber
Publisher : Packt Publishing Ltd
Genre : Computers
Total View : 3684 Views
File Size : 53,5 Mb
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A definitive guide to creating an intelligent web application with the best of machine learning and JavaScript Key Features Solve complex computational problems in browser with JavaScript Teach your browser how to learn from rules using the power of machine learning Understand discoveries on web interface and API in machine ...