Introduction to Machine Learning Algorithms Basic Principles and Mathematics
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Mathematics is the foundation of machine learning algorithms. To understand the shortcomings of existing algorithms and develop more effective methods it is essential to understand the mathematical concepts underlying these algorithms and their operational principles. This book serves as an introductory resource outlining the preliminary concepts and offering insights into the mathematical foundations and operational mechanisms of machine learning algorithms. It describes the basic equations and interrelates the questions arising during practical applications of machine learning with the basic mathematical picture of the algorithms used. Features • Introduces machine learning highlights the…
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