Dr. Ganesh Kumar Thakur is an accomplished academician and researcher in the field of Mathematics, currently serving as an Assistant Professor at Government Engineering College, Vaishali, Bihar. With a teaching and administrative career spanning over 16 years, he has previously contributed to reputed institutions such as Krishna Engineering College, Ghaziabad, ABES Engineering College, Ghaziabad, and has been associated as an Adjunct Faculty with BITS Pilani under its Work Integrated Learning Program. Dr. Ganesh Kumar Thakur is an accomplished academician and researcher in the field of Mathematics, currently serving as an Assistant Professor at Government Engineering College, Vaishali, Bihar. With a teaching and administrative career spanning over 16 years, he has previously contributed to reputed institutions such as Krishna Engineering College, Ghaziabad, ABES Engineering College, Ghaziabad, and has been associated as an Adjunct Faculty with BITS Pilani under its Work Integrated Learning Program.

Dr. Bandana Priya is a distinguished academician and researcher in Mathematics, currently serving as an Assistant Professor in the Department of Mathematics, A. N. College, Patna. With over 16 years of teaching and research experience, she has held academic positions at premier institutions like G.L. Bajaj Institute of Technology & Management, Greater Noida and R.D. Engineering College, Ghaziabad and has been associated as an Adjunct Faculty with BITS Pilani under its Work Integrated Learning Program. Dr. Priya earned her Ph.D. in Mathematics with a specialization in Graph Theory. Her doctoral work focused on Chains, Graphs, and Their Geometries, laying the foundation for her extensive research on mathematical structures relevant to artificial intelligence and network systems. She has authored more than 30 research papers in reputed international journals, covering areas such as fuzzy graph theory, neural networks, system reliability, fractional-order systems, and optimization. Her scholarly work intersects deeply with the mathematical underpinnings of AI and machine learning, including the analysis of memristor-based neural models, genetic regulatory systems, and fuzzy logic-based algorithms. A regular contributor to international conferences and workshops, Dr. Priya’s academic excellence, pedagogical clarity, and interdisciplinary approach make her a valued voice in the fusion of mathematics with emerging technologies. This book reflects her deep engagement with the mathematical principles that drive modern artificial intelligence and machine learning innovations.