Book Image

Deep Learning with TensorFlow and Keras – 3rd edition - Third Edition

By : Amita Kapoor, Antonio Gulli, Sujit Pal
5 (2)
Book Image

Deep Learning with TensorFlow and Keras – 3rd edition - Third Edition

5 (2)
By: Amita Kapoor, Antonio Gulli, Sujit Pal

Overview of this book

Deep Learning with TensorFlow and Keras teaches you neural networks and deep learning techniques using TensorFlow (TF) and Keras. You'll learn how to write deep learning applications in the most powerful, popular, and scalable machine learning stack available. TensorFlow 2.x focuses on simplicity and ease of use, with updates like eager execution, intuitive higher-level APIs based on Keras, and flexible model building on any platform. This book uses the latest TF 2.0 features and libraries to present an overview of supervised and unsupervised machine learning models and provides a comprehensive analysis of deep learning and reinforcement learning models using practical examples for the cloud, mobile, and large production environments. This book also shows you how to create neural networks with TensorFlow, runs through popular algorithms (regression, convolutional neural networks (CNNs), transformers, generative adversarial networks (GANs), recurrent neural networks (RNNs), natural language processing (NLP), and graph neural networks (GNNs)), covers working example apps, and then dives into TF in production, TF mobile, and TensorFlow with AutoML.
Table of Contents (23 chapters)
21
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22
Index

OpenAI

OpenAI is another well-known name for people working in the field of reinforcement learning. Their Gym module is a standard toolkit used by developers across the globe for developing and comparing reinforcement learning algorithms. In Chapter 11, Reinforcement Learning, we have already covered the Gym module in detail. In this chapter, we will explore two more offerings by OpenAI.

OpenAI GPT-3 API

“OpenAI GPT3 is a machine learning platform that allows developers to build custom algorithms for deep learning. This platform was released in December of 2017 and has been widely used by businesses and individuals in the field of artificial intelligence. One of the primary reasons that GPT3 has been so successful is because it is easy to use and has a wide range of features. This platform is able to learn from data and can be used for a variety of tasks, including deep learning, natural language processing, and image recognition. GPT3 is also popular because it is...