The goal of machine learning is to program computers to use example data or pas experience to solve a given problem. Many successful applications of machine learning exist already including systems that analyze past sales data to predict customer behavior, optimize robot behavio…
Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machine…
Machine learning is rapidly becoming a skill that computer science students must master before graduation. The third edition of this title reflects this shift, with added support for beginners, including selected solutions for exercises and additional example data sets (with cod…
The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behav…
The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behav…
A substantially revised third edition of a comprehensive textbook that covers a broad range of topics not often included in introductory texts.
The goal of machine learning is to program computers to use example data or past experience to solve a given problem. This is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts.
Machine learning is rapidly becoming a skill that computer science students must master before graduation. The third edition of this title reflects this shift, with added support for beginners, including selected solutions for exercises and additional example data sets (with cod…
