Foundations of Machine Learning Mohri Mehryar New York UniversityPevná vazba
A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms.This book is a general introduction to machine learning that can serve as a textbook…
Specifikacia Foundations of Machine Learning Mohri Mehryar New York UniversityPevná vazba
A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms.This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several key aspects of the application of these algorithms. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics.Foundations of Machine Learning is unique in its focus on the analysis and theory of algorithms. The first four chapters lay the theoretical foundation for what follows; subsequent chapters are mostly self-contained. Topics covered include
Machine Learning
Machine Learning
Machine Learning
Machine Learning
Machine Learning
Understanding Machine Learning
Machine Learning Algorithms
Graph Machine Learning