E-book details

Keras Deep Learning Cookbook. Over 30 recipes for implementing deep neural networks in Python

Keras Deep Learning Cookbook. Over 30 recipes for implementing deep neural networks in Python

Rajdeep Dua, Manpreet Singh Ghotra

Ebook
Keras has quickly emerged as a popular deep learning library. Written in Python, it allows you to train convolutional as well as recurrent neural networks with speed and accuracy.
The Keras Deep Learning Cookbook shows you how to tackle different problems encountered while training efficient deep learning models, with the help of the popular Keras library. Starting with installing and setting up Keras, the book demonstrates how you can perform deep learning with Keras in the TensorFlow. From loading data to fitting and evaluating your model for optimal performance, you will work through a step-by-step process to tackle every possible problem faced while training deep models. You will implement convolutional and recurrent neural networks, adversarial networks, and more with the help of this handy guide. In addition to this, you will learn how to train these models for real-world image and language processing tasks.
By the end of this book, you will have a practical, hands-on understanding of how you can leverage the power of Python and Keras to perform effective deep learning
  • 1. Installing and Setting up Keras
  • 2. Working with datasets and models
  • 3. Data Preprocessing, Optimization and Visualization
  • 4. Classifying text using different Keras layers
  • 5. Implementing Convolutional Neural Networks
  • 6. Generative Adversarial Networks
  • 7. Implementing Recurrent Neural Networks
  • 8. Natural Language Processing using Keras Models
  • 9. Text summarization using Keras Models
  • 10. Reinforcement learning using Keras Models
  • Title: Keras Deep Learning Cookbook. Over 30 recipes for implementing deep neural networks in Python
  • Author: Rajdeep Dua, Manpreet Singh Ghotra
  • Original title: Keras Deep Learning Cookbook. Over 30 recipes for implementing deep neural networks in Python
  • ISBN: 9781788623087, 9781788623087
  • Date of issue: 2018-10-31
  • Format: Ebook
  • Item ID: e_15bh
  • Publisher: Packt Publishing