Machine Learning Model Concepts: A Comprehensive Guide - Softcover

KUMAR TIPU, RUPESH

 
9786207805693: Machine Learning Model Concepts: A Comprehensive Guide
Softcover
ISBN 10: 6207805690 ISBN 13: 9786207805693
Verlag: LAP LAMBERT Academic Publishing, 2024

Inhaltsangabe

This book offers an in-depth exploration of the principles, techniques, and applications of machine learning. Starting with foundational concepts such as data preprocessing and model evaluation, the book covers both supervised learning models like regression and classification, and advanced topics like ensemble learning, neural networks, and deep learning. Practical considerations, including handling imbalanced data, feature engineering, and preventing data leakage, are thoroughly discussed to help build robust models. Designed for students, professionals, and enthusiasts alike, this guide provides valuable insights and practical knowledge to navigate and excel in the field of machine learning.

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Über die Autorin bzw. den Autor

Dr. Rupesh Kumar, a professor at K R Mangalam University, specializes in optimization and AI. With 15+ years of experience, he has published extensively and led research projects in engineering design and smart grid management. An accomplished educator, he has authored several books and actively contributes to professional organizations.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2024
Sprache
Englisch
ISBN 10 
6207805690
ISBN 13 
9786207805693
Einband
Taschenbuch
Anzahl der Seiten
76
Kontakt zum Hersteller
Editions Muse
customerservice@vdm-vsg.de

Brivibas gatve 197
Riga
1039
Lettland