Rogers, Simon, 1979-

A first course in machine learning / Simon Rogers, Mark Girolami. - Boca Raton : CRC Press, 2017 - xxviii, 397: pages ill. ; 25 cm.

Linear Modeling: A least Squares Approach (Page-3), Linear Modeling: A Maximum Likelihood Approach (Page-41), The Bayesian Approach to Machine Learning (Page-95), Bayesian Inference (Page-137), Classification (Page-167), Clustering (Page-205), Principal Components Analysis and Latent Variable Models (Page-235), Gaussian Process (Page-275), Markov Chain Monte Carlo Sampling (Page-315), Advanced Mixture Modeling (Page-351).

978-1-4987-3848-4

2011039389


Machine learning.
BUSINESS & ECONOMICS / Statistics.
COMPUTERS / General.
COMPUTERS / Database Management / Data Mining.

Q325.5 / .R64 2012

006.31, ROG