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ISBN : 978-93-7462-805-8

Category : Academic

Catalogue : Computer

ID : SB21824

Foundations of Machine Learning Classification for Transforming Data into Smart Decisions

(Bridging Fundamentals and Applications)

Dr. Poornima G. Naik Dr. Girish R. Naik

Paperback

999.00

e Book

699.00

Pages : 296

Language : English

PAPERBACK Price : 999.00

About Book

Foundations of Machine Learning Classification for Transforming Data into Smart Decisions (Bridging Fundamentals and Applications) is designed as a gateway into the world of machine learning, with a sharp focus on classification—the backbone of intelligent decision-making systems. It takes readers on a structured journey from the fundamentals of machine learning, to understanding classification theory, and finally to mastering logistic regression and Naïve Bayes with real-world examples and Python implementations. Machine Learning (ML) has become one of the most transformative technologies, powering applications from spam filtering and medical diagnosis to recommendation systems and fraud detection. Unlike traditional programming, where every rule must be explicitly defined, ML enables systems to learn patterns from data and make intelligent predictions or decisions. With the explosion of big data, the demand for ML skills has grown across industries such as IT, finance, healthcare, e-commerce, and manufacturing. For students, mastering ML provides not just technical knowledge but also the ability to solve real-world problems through data-driven decision-making. Understanding concepts like classification, supervised learning, and probabilistic models equips learners with the foundation to explore advanced domains such as deep learning and AI.


About Author

Dr Poornima G. Naik bears twenty-seven years of teaching and research experience in the field of Computer Science. She has been associated with teaching in thrust areas of computer science such as Big Data Analytics, Mobile Computing, Information System Security and Cryptography and her current research areas are Cyber Security, Machine Learning, Soft Computing and Big Data Analytics. She has guided three M Phil. Students. She has published more than 76 research papers in different national and international journals (11 research papers in Scopus indexed journals) and presented more than 49 papers in different international and national conferences. She has authored 60 books on various cutting edge technologies in information technology and 16 Book Chapters. She is the recipient of prestigious Dr. APJ Abdul Kalam Life Time Achievement National Award for remarkable achievements in the field of Teaching, Research & Publications awarded by International Institute for Social and Economic Reforms, Bangalore. She is a recipient of an award for an outstanding Reviewer award at International Springer conference on “Artificial Intelligence and Data Engineering” (AIDE-2019), May 23-24, 2019 organized by N.M.A.M. Institute of Technology, Nitte, Karnataka, India in collaboration with Ritsumeikan University, Japan and Department of Studies in Computer Science, University of Mysore, Mysuru, India. and recipient of International Educator Award 2020-21 awarded by International Institute of Organized Research (I2OR), appreciations by IQAC CSIBER on various endeavors.

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