Deep Learning for NLP and Speech Recognition

by Uday Kamath

Notation xv.- Part 1: Machine Learning, NLP, and Speech Introduction.- Chapter 1 Introduction 1.- Chapter 2 Basics of Machine Learning 2.- Chapter 3 Text and Speech Basics 49.- Part 2: Deep Learning Basics.- Chapter 4 Basics of Deep Learning 105.- Chapter 5 Distributed Representations 213.- Chapter 6 Convolutional Neural Networks 275.- Chapter 7 Recurrent Neural Networks 329.- Chapter 8 Automatic Speech Recognition 387.- Part 3: Advance Deep Learning Techniques for Text and Speech.- Chapter 9 Attention and Memory Augmented Networks 429.- Chapter 10 Transfer Scenarios, Self-Taught Learning, and Multitask Learning 485.- Chapter 11 Transfer Domain Adaptation 515.- Chapter 12 End-to-end Speech Recognition 559.- Chapter 13 Deep Reinforcement Learning for Text and Speech 601.- Future Outlook 647.

652 pages, Paperback

Published June 13, 2019

Reviews

[Abbas · Rating 5 out of 5]

A great book for learning NLP and catching up with the latest trends in this field.

[Chadi Raheb]

[Before-reading-thoughts]

Because the speech recognition on iOS still sucks and someone should do something about it.