Foundations and Applications of Supervised Machine Learning - Softcover

Kumari, Parveen; Raghav, Yogita Yashveer; Mehta, Vandana

Softcover

ISBN 10: 6630209680 ISBN 13: 9786630209686

Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

Foundations and Applications of Supervised Machine Learning provides a comprehensive introduction to the principles, techniques, and real-world applications of supervised learning. The book covers fundamental concepts such as data preprocessing, feature engineering, classification, regression, model evaluation, and performance metrics. It explores widely used supervised learning algorithms, including Decision Trees, Random Forests, Support Vector Machines, Naïve Bayes, k-Nearest Neighbors, and Neural Networks. Through practical examples and case studies, the book demonstrates how supervised machine learning is applied in domains such as healthcare, finance, business analytics, cybersecurity, and intelligent systems. Designed for students, researchers, and practitioners, the book bridges theoretical foundations with practical implementation to develop effective predictive models and data-driven solutions.

Über diesen Titel

Über die Autorin bzw. den Autor

Dr. Yogita Yashveer Raghav is an accomplished academician, researcher, author, and technology professional currently serving as Assistant Professor in the Department of Computer Science and Engineering, School of Engineering and Technology, K.R. Mangalam University, Gurugram, Haryana, India.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 6630209680
• ISBN 13: 9786630209686
• Einband: Taschenbuch
• Anzahl der Seiten: 128
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland