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Copyright and Credits
by Swarna Gupta, Rehan Ali Ansari, Dipayan Sarkar
Deep Learning with R Cookbook
Title Page
Copyright and Credits
Deep Learning with R Cookbook
Dedication
About Packt
Why subscribe?
Foreword
Contributors
About the authors
About the reviewer
Packt is searching for authors like you
Preface
Who this book is for
What this book covers
To get the most out of this book
Download the example code files
Download the color images
Conventions used
Sections
Getting ready
How to do it…
How it works…
There's more…
See also
Get in touch
Reviews
Understanding Neural Networks and Deep Neural Networks
Setting up the environment
Getting ready 
How to do it...
How it works...
There's more...
See also
Implementing neural networks with Keras
Sequential API
Getting ready
How to do it...
How it works...
There's more...
See also
Functional API
How to do it...
How it works...
There's more...
TensorFlow Estimator API
Getting ready
How to do it...
How it works...
There's more...
See also
TensorFlow Core API
Getting ready
How to do it...
How it works...
Implementing a single-layer neural network
Getting ready
How to do it...
How it works...
There's more...
See also
Training your first deep neural network
Getting ready
How to do it...
How it works...
There's more...
See also
Working with Convolutional Neural Networks
Introduction to convolutional operations
Getting ready
How to do it...
How it works...
There's more...
See also
Understanding strides and padding
How to do it...
How it works...
Getting familiar with pooling layers
Getting ready
How to do it...
How it works...
There's more...
See also
Implementing transfer learning
Getting ready
How to do it...
How it works...
There's more...
See also
Recurrent Neural Networks in Action
Sentiment classification using RNNs
Getting ready
How to do it...
How it works...
There's more...
See also
Text generation using LSTMs
Getting ready
How to do it...
How it works...
There's more...
See also
Time series forecasting using GRUs
Getting ready
How to do it...
How it works...
There's more...
See also
Implementing bidirectional recurrent neural networks
How to do it...
How it works...
There's more...
Implementing Autoencoders with Keras
Implementing vanilla autoencoders
Getting ready
How to do it...
How it works...
There's more...
Dimensionality reduction using autoencoders
Getting ready
How to do it...
How it works...
There's more...
Denoising autoencoders
Getting ready
How to do it...
How it works...
There's more...
See also
Changing black and white into color
Getting ready
How to do it...
How it works...
See also
Deep Generative Models
Generating images with GANs
Getting ready
How to do it...
How it works...
There's more...
See also
Implementing DCGANs
Getting ready
How to do it...
How it works...
There's more...
See also
Implementing variational autoencoders
Getting ready
How to do it...
How it works...
See also
Handling Big Data Using Large-Scale Deep Learning
Deep learning on Amazon Web Services
Getting ready
How to do it...
How it works...
Deep learning on Microsoft Azure
Getting ready
How to do it...
How it works...
There's more...
See also
Deep learning on Google Cloud Platform
Getting ready
How to do it...
How it works...
There's more...
Accelerating with MXNet
Getting ready
How to do it...
How it works...
There's more...
Implementing a deep neural network using MXNet 
Getting ready
How to do it...
How it works...
Forecasting with MXNet
Getting ready
How to do it...
How it works...
Working with Text and Audio for NLP
Neural machine translation
Getting ready
How to do it...
How it works...
There's more...
See also
Summarizing text using deep learning
Getting ready
How to do it...
How it works...
There's more...
See also
Speech recognition
Getting ready
How to do it...
How it works...
There's more...
Deep Learning for Computer Vision
Object localization
Getting ready
How to do it...
How it works...
There's more...
See also
Face recognition
Getting ready
How to do it...
How it works...
There's more...
See also
Implementing Reinforcement Learning
Model-based RL using MDPtoolbox
Getting ready
How to do it...
How it works...
There's more...
Model-free RL
Getting ready
How to do it...
How it works...
See also
Cliff walking using RL
Getting ready
How to do it...
How it works...
There's more...
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