ABSTRACT

Deep Learning: A Comprehensive Guide provides comprehensive coverage of Deep Learning (DL) and Machine Learning (ML) concepts. DL and ML are the most sought-after domains, requiring a deep understanding – and this book gives no less than that. This book enables the reader to build innovative and useful applications based on ML and DL. Starting with the basics of neural networks, and continuing through the architecture of various types of CNNs, RNNs, LSTM, and more till the end of the book, each and every topic is given the utmost care and shaped professionally and comprehensively.

Key Features

  • Includes the smooth transition from ML concepts to DL concepts
  • Line-by-line explanations have been provided for all the coding-based examples
  • Includes a lot of real-time examples and interview questions that will prepare the reader to take up a job in ML/DL right away
  • Even a person with a non-computer-science background can benefit from this book by following the theory, examples, case studies, and code snippets
  • Every chapter starts with the objective and ends with a set of quiz questions to test the reader’s understanding
  • Includes references to the related YouTube videos that provide additional guidance

AI is a domain for everyone. This book is targeted toward everyone irrespective of their field of specialization. Graduates and researchers in deep learning will find this book useful.

chapter Chapter 1|11 pages

Introduction to Deep Learning

chapter Chapter 2|16 pages

The Tools and the Prerequisites

chapter Chapter 3|36 pages

Machine Learning: The Fundamentals

chapter Chapter 4|15 pages

The Deep Learning Framework

chapter Chapter 6|35 pages

CNN Architectures: An Evolution

chapter Chapter 7|27 pages

Recurrent Neural Networks

chapter Chapter 8|23 pages

Autoencoders

chapter Chapter 9|17 pages

Generative Models

chapter Chapter 10|17 pages

Transfer Learning

chapter Chapter 11|16 pages

Intel OpenVino: A Must-Know Deep Learning Toolkit

chapter Chapter 12|28 pages

Interview Questions and Answers