Python Deep Learning Cookbook

A fast-paced guide to solving artificial neural networks problems with Python programming and associated tools.

Python Deep Learning Cookbook

Indra den Bakker

A fast-paced guide to solving artificial neural networks problems with Python programming and associated tools.
This title is available to pre-order now and is expected to be published in
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Book Details

ISBN 139781787125193
Paperback331 pages

Book Description

Deep Learning is revolutionizing a wide range of industries. For many applications, deep learning has proven to outperform humans by making faster and more accurate predictions. This book provides a top-down and bottom-up approach to demonstrate deep learning solutions to real-world problems in different areas. These applications include Computer Vision, Natural Language Processing, Time Series, and Robotics.

The Python Deep Learning Cookbook presents technical solutions to the issues presented, along with a detailed explanation of the solutions. Furthermore, a discussion on corresponding pros and cons of implementing the proposed solution using one of the popular frameworks like TensorFlow, PyTorch, Keras, Caffe or Theano is provided. The main purpose of this book is to provide Python programmers a detailed list of recipes to apply deep learning to common and not-so-common scenarios.

Table of Contents

What You Will Learn

  • Select the best Python framework for deep learning to use in case of specific problems/requirements
  • Understand the definition of neural network models
  • Learn to apply tips and tricks related to neural networks internals, to boost learning performances
  • Consolidate machine learning principles and apply them in the deep learning field
  • Reuse and adapt Python code snippets to everyday problems
  • Evaluate the cost/benefits and performance implication of each discussed solution

Authors

Table of Contents

Book Details

ISBN 139781787125193
Paperback331 pages
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