Beginning with Deep Learning Using TensorFlow: A Beginners Guide to TensorFlow and Keras for Practicing Deep Learning Principles and Applications

This book begins with the configuration of an Anaconda development environment, essential for practicing the deep learning process. The basics of machine learning, which are needed for Deep Learning, are explained in this book.TensorFlow is the industry-standard library for Deep Learning, and thereby, it is covered extensively with both versions, 1.x and 2.x. As neural networks are the heart of Deep Learning, the book explains them in great detail and systematic fashion, beginning with a single neuron and progressing through deep multilayer neural networks. The emphasis of this book is on the practical application of key concepts rather than going in-depth with them.After establishing a firm basis in TensorFlow and Neural Networks, the book explains the concepts of image recognition using Convolutional Neural Networks (CNN), followed by speech recognition, and natural language processing (NLP). Additionally, this book discusses Transformers, the most recent advancement in NLP.TABLE OF CONTENTS1. Introduction to Artificial Intelligence2. Machine Learning 3. TensorFlow Programming4. Neural Networks5. TensorFlow 26. Image Recognition7. Speech Recognition

Author:

Mohan Kumar Silaparasetty

Publisher:

BPB Publications

Publication Date:

Feb 09, 2022

Number of pages:

286 pages

Language:

English

Binding:

Paperback

ISBN-10:

9355510470

ISBN-13:

9789355510471