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Deep Learning: Theory, Architectures, and Applications in Speech, Image, and Language Processing
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Editors: Gyanendra Verma, Rajesh Doriya

Deep Learning: Theory, Architectures, and Applications in Speech, Image, and Language Processing

eBook: US $59 Special Offer (PDF + Printed Copy): US $94
Printed Copy: US $65
Library License: US $236
ISBN: 978-981-5079-22-7 (Print)
ISBN: 978-981-5079-21-0 (Online)
Year of Publication: 2023
DOI: 10.2174/97898150792101230101
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Introduction

This book is a detailed reference guide on deep learning and its applications. It aims to provide a basic understanding of deep learning and its different architectures that are applied to process images, speech, and natural language. It explains basic concepts and many modern use cases through fifteen chapters contributed by computer science academics and researchers. By the end of the book, the reader will become familiar with different deep learning approaches and models, and understand how to implement various deep learning algorithms using multiple frameworks and libraries.

The second part is dedicated to sentiment analysis using deep learning and machine learning techniques. This book section covers the experimentation and application of deep learning techniques and architectures in real-world applications. It details the salient approaches, issues, and challenges in building ethically aligned machines. An approach inspired by traditional Eastern thought and wisdom is also presented.

The final part covers artificial intelligence approaches used to explain the machine learning models that enhance transparency for the benefit of users. A review and detailed description of the use of knowledge graphs in generating explanations for black-box recommender systems and a review of ethical system design and a model for sustainable education is included in this section. An additional chapter demonstrates how a semi-supervised machine-learning technique can be used for cryptocurrency portfolio management.

The book is a timely reference for academicians, professionals, researchers and students at engineering and medical institutions working on artificial intelligence applications.

Audience: Computer science academicians, professionals, and students; researchers and engineers working on AI models.


eBook: US $59 Special Offer: US $94 Printed Copy: US $65 Library License: US $236

Contributors

Editor(s):
Gyanendra Verma
National Institute of Technology Raipur,
Raipur India


Rajesh Doriya
National Institute of Technology Raipur,
Raipur India



Contributor(s):
Aqib Ali Sayed
Amity School of Engineering and Technology
Amity University Mumbai
Maharashtra 410206
India


Abdul Jabbar Perumbalath
School of Computer Science
Mahathma Gandhi University,Kottayam
Kerala
India


Anil Verma
Department of Computer Science and Engineering
Lovely Professional University, Jalandhar
Punjab
India


Aman Singh
Department of Computer Science and Engineering
Lovely Professional University, Jalandhar
Punjab
India


Archana Mathiazhagan
School of Computing
SASTRA Deemed University
Thanjavur 613401
India


Babita Panda
School of Electrical Engg.
KIIT University
Bhubaneswar
India


Chellapilla Vasantha Lakshmi
Dayalbagh Educational Institute
Agra
India


Chellapilla Patvardhan
Dayalbagh Educational Institute
Agra
India


Divya Anand
Department of Computer Science and Engineering
Lovely Professional University, Jalandhar
Punjab
India


Elakkiya Rajasekar
School of Computing
SASTRA Deemed University
Thanjavur 613401
India


Gyanendra Verma
Department of Information Technology
National Institute of Technology
Raipur
India


Harshawardhan Tiwari
Jyothy Institute of Technology
Pipeline Rd, near Ravi Shankar Guruji Ashram, Thathaguni
Karnataka
India


Harshee Pitroda
Department of Computer Engineering, NMIMS University
Mukesh Patel School of Technology Management & Engineering
Mumbai
India


Ishani Saha
Department of Computer Engineering, NMIMS University
Mukesh Patel School of Technology Management & Engineering
Mumbai
India


Jay Prajapati
Department of Data Science
SVKM’s NMIMS
Mumbai, Maharashtra
India


Jayalakshmi Ramachandran Nair
Bharathidasan University, Department of Sciences
St. Claret College
Bengaluru
Karnataka, India


Jaykumar Suraj Lachure
Department of Information Technology
National Institute of Technology
Raipur
India


Mayank Gupta
Department of Computer Science and Engineering
Punjab Engineering College
Chandigarh
India


Muhamed Ilyas Poovankavil
PG and Research Department of Computer Science
Sullamussalam Science College, Areekode, Malappuram Dt
Kerala
India


Manisha Tiwari
Department of Computer Engineering, NMIMS University
Mukesh Patel School of Technology Management & Engineering
Mumbai
India


Natarajan Balasubramanian
School of Computing
SASTRA Deemed to be University, Thanjavur
Tamilnadu 613401
India


Nehha Seetharaman
Amity School of Engineering and Technology
Amity University Mumbai
Maharashtra 410206
India


Poonam Saini
Department of Computer Science and Engineering
Punjab Engineering College
Chandigarh
India


Parth Kalkotwar
Dwarkadas J. Sanghvi College of Engineering
Mumbai
India


Prajwal Sethu Madhav
Jyothy Institute of Technology
Pipeline Rd, near Ravi Shankar Guruji Ashram
Thathaguni
Karnataka, India


Priyanka Prashanth Kumar
Jyothy Institute of Technology, Pipeline Rd, near Ravi Shankar Guruji Ashram
Thathaguni
Karnataka, India


Rakesh Kumar Dhaka
ITM University, Gwalior
India


Rajkumar Narayanan
Department of Sciences
St. Claret College
Bengaluru
Karnataka, India


Rajalakshmi Elangovan
School of Computing
SASTRA Deemed University
Thanjavur 613401
India


Rishika Vij
Department of Veterinary Physiology & Biochemistry
Dr. GC Negi College of Veterinary & Animal Science, Palampur
Himachal Pradesh
India


Rajesh Doriya
Department of Information Technology
National Institute of Technology
Raipur
India


Saleena Thorayanpilackal Sulaiman
PG and Research Department of Computer Science
Sullamussalam Science College, Areekode, Malappuram Dt
Kerala
India


Sampurna Panda
ITMUniversity,Gwalior
sampurnapanda
India


Sanay Shah
Dwarkadas J. Sanghvi College of Engineering
Mumbai
India


Saurav Tiwari
Dwarkadas J. Sanghvi College of Engineering
Mumbai
India


Sindhu Nair
Dwarkadas J. Sanghvi College of Engineering
Mumbai
India


Siba Panda
Department of Data Science
SVKM’s NMIMS
Mumbai, Maharashtra
India


Sumathy Pichai Pillai
Department of Computer Science & Applications
Bharathidasan University
Tiruchirappalli, Tamil Nadu
India


Srishti Sakshi Sinha
Department of CSE, Pondicherry University
Puducherry
India


Sukrati Chaturvedi
Dayalbagh Educational Institute
Agra
India


Sushila Ratre
Amity School of Engineering and Technology
Amity University
Mumbai, Maharashtra 410206
India


Trupthi Muralidharr
Jyothy Institute of Technology, Pipeline Rd, near Ravi Shankar Guruji Ashram
Thathaguni
Karnataka 560082, India


Vatsal Khandor
Dwarkadas J. Sanghvi College of Engineering
Mumbai
India


Uma Vijayasundaram
Department of Computer Science
Pondicherry University
Puducherry
India