Python Deep Learning Projects

Insightful projects to master deep learning and neural network architectures using Python and Keras

Python Deep Learning Projects

Matthew Lamons, Rahul Kumar, Abhishek Nagaraja
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Insightful projects to master deep learning and neural network architectures using Python and Keras
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Book Details

ISBN 139781788997096
Paperback472 pages

Book Description

Deep learning has been gradually revolutionizing every field of artificial intelligence, making application development easier.

Python Deep Learning Projects imparts all the knowledge needed to implement complex deep learning projects in the field of computational linguistics and computer vision. Each of these projects is unique, helping you progressively master the subject. You’ll learn how to implement a text classifier system using a recurrent neural network (RNN) model and optimize it to understand the shortcomings you might experience while implementing a simple deep learning system.

Similarly, you’ll discover how to develop various projects, including word vector representation, open domain question answering, and building chatbots using seq-to-seq models and language modeling. In addition to this, you’ll cover advanced concepts, such as regularization, gradient clipping, gradient normalization, and bidirectional RNNs, through a series of engaging projects.

By the end of this book, you will have gained knowledge to develop your own deep learning systems in a straightforward way and in an efficient way

Table of Contents

Chapter 4: Building an NLP Pipeline for Building Chatbots
Chapter 8: Handwritten Digits Classification Using ConvNets
Chapter 12: Pose Estimation on 3D models Using ConvNets
Chapter 13: Image Translation Using GANs for Style Transfer

What You Will Learn

  • Set up a deep learning development environment on Amazon Web Services (AWS)
  • Apply GPU-powered instances as well as the deep learning AMI
  • Implement seq-to-seq networks for modeling natural language processing (NLP)
  • Develop an end-to-end speech recognition system
  • Build a system for pixel-wise semantic labeling of an image
  • Create a system that generates images and their regions

Authors

Table of Contents

Chapter 4: Building an NLP Pipeline for Building Chatbots
Chapter 8: Handwritten Digits Classification Using ConvNets
Chapter 12: Pose Estimation on 3D models Using ConvNets
Chapter 13: Image Translation Using GANs for Style Transfer

Book Details

ISBN 139781788997096
Paperback472 pages
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