Deep Learning Approach for Natural Language Processing, Speech, and Computer Vision

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Deep Learning Approach for Natural Language Processing, Speech, and Computer Vision provides an overview of general deep learning methodology and its applications of natural language processing (NLP), speech and computer vision tasks. It simplifies and presents the concepts of deep learning in a comprehensive manner, with suitable, full-fledged examples of deep learning models, with an aim to bridge the gap between the theory and the applications using case studies with code, experiments, and supporting analysis. Features Covers latest developments in deep learning techniques as applied to audio analysis, computer vision, and NLP Introduces contemporary applications of deep learning techniques as applied to audio, textual, and visual processing Discovers deep learning frameworks and libraries for NLP, speech and computer vision in Python Gives insights into using the tools and libraries in Python for real-world applications. Provides easily accessible tutorials, and real-world case studies with codes to provide hands-on experience. This book is aimed at researchers and graduate students in computer engineering, image, speech, and text processing.

Author(s): Kumar, L. Ashok;Renuka, D. Karthika; D. Karthika Renuka
Publisher: Taylor & Francis Group
Year: 2023

Language: English
Pages: 341

chapter 1|26 pages
Introduction
chapter 2|22 pages
Natural Language Processing
chapter 3|27 pages
State-of-the-Art Natural Language Processing
chapter 4|22 pages
Applications of Natural Language Processing
chapter 5|27 pages
Fundamentals of Speech Recognition
chapter 6|17 pages
Deep Learning Models for Speech Recognition
chapter 7|22 pages
End-to-End Speech Recognition Models
chapter 8|21 pages
Computer Vision Basics
chapter 9|12 pages
Deep Learning Models for Computer Vision
chapter 10|19 pages
Applications of Computer Vision