Hands-On Machine Learning with Scikit-Learn and Tensorflow: Techniques and Tools to Build Learning Machines

Concepts, Tools, and Techniques for Building Intelligent Systems

Cover Art for 9781491962299, Hands-On Machine Learning with Scikit-Learn and Tensorflow: Techniques and Tools to Build Learning Machines by Aurelien Geron
ISBN: 9781491962299
Publisher: O'Reilly Media
Published: 25 January, 2017
Format: Paperback
Language: English
Editions:
2 other editions of this product

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

Booko is reader-supported. When you buy through links on our site, we may earn an affiliate commission. Learn more

Shop Preferences

Customize which shops to display. You can include the following shops by logging in to change your settings.

Booko is reader-supported. When you buy through links on our site, we may earn an affiliate commission. Learn more

Historical Prices

Loading...
This graph is for informational purposes only. Occasionally pricing data is captured incorrectly, through bugs in Booko or the stores supplying data, which may distort the graph, providing undue hope that even lower prices sometimes appear.

Recently Updated