November-2024 | ISBN:978-93-6786-270-4
by: Mr. Nirmal S. Patel | Mr. Nihar K. Patel | Dr. K. Shanthi Latha | Mr. Amit A. Patel | Mrs. Ankitaben Satishbhai Mevada
Overview of the book
“Machine Learning and Its Applications” is an in-depth exploration of machine learning concepts, methodologies, and real-world implementations, designed to cater to students, educators, and professionals. Authored by Mr. Nirmal S. Patel, Mr. Nihar K. Patel, Dr. K. Shanthi Latha, Mr. Amit A. Patel, and Mrs. Ankitaben Satishbhai Mevada, the book begins with foundational principles of machine learning, such as understanding learning problems, designing systems, and addressing inductive biases. It then delves into advanced topics like neural networks, genetic algorithms, Bayesian learning methods, reinforcement learning, and decision trees.
The book also highlights practical applications across diverse domains, including image and speech recognition, self-driving cars, traffic prediction, medical diagnosis, fraud detection, stock market analysis, and virtual assistants. Each topic is presented with clarity, supported by examples, diagrams, and detailed explanations of algorithms. For instance, chapters on neural networks cover backpropagation, perceptrons, and genetic programming, while Bayesian methods include maximum likelihood estimation, belief networks, and the EM algorithm.
A unique feature of the book is its structured approach, making complex topics accessible through step-by-step breakdowns and real-world use cases. It bridges the gap between theoretical learning and practical application, emphasizing ethical considerations and addressing challenges like overfitting, model bias, and data privacy. Published by Quill Tech Publications in November 2024, this resource is tailored to meet the needs of learners aiming to master machine learning concepts and practitioners seeking to apply these techniques effectively in their fields. The blend of foundational knowledge, advanced algorithms, and real-world applications makes this book an indispensable guide for anyone looking to excel in the dynamic field of machine learning.
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About the Authors'
Mr. Nirmal S. Patel is the Principal at the Asian Institute of Technology, Vadali, Gujarat with 12 years of experience in the Engineering field. He has been honored with the prestigious “India Top 100 Professor Award” for his exceptional contributions to education. In addition to his academic role, he is the Director of Oneway Akshar Technology LLP and the Founder of Prayosha Engineering Classes. Since its establishment, Prayosha Engineering Classes has educated over 1,100 students through both offline and online methods, earning a reputation as one of the best engineering coaching institutes in Gujarat. Mr. Nirmal S. Patel is highly regarded for his academic and technical knowledge, which he integrates into his teaching, benefiting students through effective and practical learning strategies.
Mr. Nihar K. Patel is the Academic Standard Officer (ASO) at Asian Institute of Technology, where he oversees academic programs for all branches of Diploma Engineering and the BCA course. With 12 years of teaching experience in the engineering field, he founded Oneway Akshar Technology LLP in 2018 and serves as the company’s CEO. He is also the Founder of Prayosha Engineering Classes, established in 2013, a renowned educational institution in North Gujarat. Prayosha is a co-educational, private, not-for-profit institute that has guided & Education over 1,100 students in Diploma and Degree Engineering, earning a strong reputation for academic excellence.
Dr. K. Shanthi Latha M.Tech.,Ph.D. Department of Computer Science and Engineering, Arni University, Himachal Pradesh. Currently working as Assistant Professor in Department of Computer Science and Engineering, Malla Reddy College of Engineering, Dhulapally, Telangana State, India. She has awarded Ph.D. in BigData ,Computer Networks from Arni University,Himachal Pradesh in the year 2023. She has awarded M.Tech – BigData technology from Anurag Group of institutions in the year 2017 and B.Tech – in Computer Science and Engineering awarded from Samskruthi college of Engineering and Technology, Ghatkesar in the year 2012. She had gained more than 8 years of experience in academics. She has published more than 10 research papers in national and international journals.
Mr. Amit A. Patel is a lecturer in the Computer/I.T Department at Sankalchand Patel University,Visnagar,Gujarat experienced educator with over 16 years in teaching Sector. He has served as a coordinator for Gujarat Technological University (GTU) for several years, showcasing his leadership in academic administration. With a deep knowledge in education and technology, Mr. Amit A. Patel is dedicated to enhancing learning experiences and technological integration in academia. His commitment to education has positively impacted countless students.
Mrs. Ankitaben Satishbhai Mevada is an Assistant Professor in the Information Technology Department at Apollo Institute of Engineering and Technology. With five years of teaching experience, she is known for her expertise in technical knowledge and her innovative, easy-to-understand teaching methods. She is dedicated to making complex concepts simple and engaging, helping students in their studies.