Higher Education
Author(s): R. Ramalakshmi | T. Marimuthu | Vaibhav Gandhi
ISBN: 9789366606606
1st Edition
Copyright: 2026
India Release: 2025
Binding: Paperback
Pages: 548
Trim Size: 241 x 181 mm
Deep learning has emerged as one of the most transformative technologies of the 21st century, driving advancements across interdisciplinary areas such as computer vision, natural language processing, healthcare, robotics, and several others. This book is designed to provide a comprehensive and structured journey through the core principles, models, and innovations that define modern-day deep learning approaches. Whether you are a student, researcher, or practitioner, this book aims to bridge theory and practice, equipping you with, both, the conceptual understanding and practical tools to navigate the dynamic world of deep learning.
CD App includes: Executable Codes, Laboratory Manual, and Project Titles
Part I Foundations
1. Introduction to Deep Learning
2. Machine Learning Fundamentals
3. Mathematical Building Blocks
Part II Deep Learning Models
4. Artificial Neural Network (ANN)
5. Convolutional Neural Network (CNN)
6. Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM)
7. Gated Recurrent Unit (GRU) and Generative Adversarial Networks (GANs)
8. Optimization Algorithms and Regularization Techniques
Part III Advanced Techniques in Deep Learning
9. Auto Encoders, Attention Mechanisms, and Transformers
10. Reinforcement Learning (RL) and Deep Q-Network (DQN)
11. Neural Architecture Search (NAS) and Automated Machine Learning (AutoML)
Part IV Deep Learning Frameworks and Tools
12. Popular Deep Learning Frameworks and Libraries
Part V Ethical and Social Implications of Deep Learning
13. Bias, Fairness, Data Protection, and Ethical Challenges in DL Models
Part VI Deep Learning Applications and Future Trends
14. DL Applications in Computer Vision, NLP, Recommender Systems, and Time-series
15. Challenges, Opportunities and Future Research Trends
R. Ramalakshmi, PhD, is Professor of Computer Science and Engineering at Kalasalingam Academy of Research and Education, Virudhunagar.
T. Marimuthu, PhD, is Assistant Professor and Deputy Director of Computer Science—Centre for Online Education at Kalasalingam Academy of Research and Education, Virudhunagar.
Vaibhav Gandhi, PhD, MBA, is Head of Computer Science, University of Southampton (Delhi Campus), India. Previously, he was Director of Programmes—Product Design and Engineering at School of Science & Technology at Middlesex University, London.
