Machine learning refined : foundations, algorithms, and applications / Jeremy Watt, Reza Borhani, and Aggelos K. Katsaggelos.
by
 
Watt, Jeremy author

Title
Machine learning refined : foundations, algorithms, and applications / Jeremy Watt, Reza Borhani, and Aggelos K. Katsaggelos.

Personal Author
Watt, Jeremy author

Publication
Cambridge, United Kingdom : Cambridge University Press, 2016.

Publication Date
2016

ISBN
9781107123526

Bibliography Note
Includes bibliographical references and index.

Abstract
"Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applications in disciplines including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology, this text provides readers with both a lucid understanding of foundational material as well as the practical tools needed to solve real-world problems. With in-depth Python and MATLAB/OCTAVE-based computational exercises and a complete treatment of cutting edge numerical optimization techniques, this is an essential resource for students and an ideal reference for researchers and practitioners working in machine learning, computer science, electrical engineering, signal processing, and numerical optimization"-- Provided by publisher.

Content Type
text

Carrier Type
volume

Added Author
Borhani, Reza
 
Katsaggelos, Aggelos Konstantinos, 1956-

Language
English

Subject
Machine learning.


LibraryCall NumberFormatStatus
MSU-Mitchell Memorial LibraryQ325.5 .W38 2016BookCirculating Collection