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

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.

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

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