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Smart Python for Machine Learning and Intelligent Modeling: Foundations and Classical Machine Learning | Part 1 - Softcover

Iliev, Alexander I.

 
9786630107265: Smart Python for Machine Learning and Intelligent Modeling: Foundations and Classical Machine Learning | Part 1
Softcover
ISBN 10: 6630107268 ISBN 13: 9786630107265
Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

This book introduces the fundamental principles of machine learning and intelligent modeling through practical Python implementations and real-world examples. It begins by establishing the foundations of smart systems, learning paradigms, evaluation metrics, and model validation before progressing to classical supervised and unsupervised machine learning algorithms. Readers are guided through linear regression, logistic regression, k-nearest neighbors, support vector machines, decision trees, ensemble learning, clustering techniques, and principal component analysis, with an emphasis on both the underlying mathematical concepts and their practical implementation using Python. Each chapter combines theoretical background, methodology, implementation, experimental evaluation, and discussion to provide a comprehensive learning experience. Intended for undergraduate and graduate students, researchers, and practitioners, this volume serves as both an academic textbook and a practical reference for developing reliable, interpretable, and data-driven intelligent systems using modern machine learning techniques.

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Über die Autorin bzw. den Autor

Prof. Dr. Alexander I. Iliev is a professor and researcher in Artificial Intelligence, Machine Learning, Big Data Analytics, and Smart Systems. He holds three patents and has authored numerous scientific publications and books. He is affiliated with UC Berkeley, SRH University of Applied Sciences Heidelberg, and the Bulgarian Academy of Sciences.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 10 
6630107268
ISBN 13 
9786630107265
Einband
Taschenbuch
Anzahl der Seiten
316
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
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