TY  - BOOK
AU  - Rogers, Simon, author.
AU  - Girolami, Mark, author.
TI  - A first course in machine learning
T2  - Chapman & Hall/CRC machine learning & pattern recognition series
SN  - 978-14-8738484 (Hardback)
AV  - CIR Q 325.5  R64 2017
PY  - 2017///
CY  - Boca Raton : 
PB  - CRC Press
KW  - Machine learning
KW  - Computers and IT
N1  - Includes e-book access.
Previous edition: 2012
; "A Chapman & Hall book."; Includes bibliographical references and index
; Linear Modelling: A Least Squares Approach. Linear Modelling: A Maximum Likelihood Approach. The Bayesian Approach to Machine Learning. Bayesian Inference. Classification. Clustering. Principal Components Analysis and Latent Variable Models. Further Topics in Markov Chain Monte Carlo. Classification and Regression with Gaussian Processes. Dirichlet Process models
N2  - The new edition of this popular, undergraduate textbook has been revised and updated to reflect current growth areas in Machine Learning. The new edition includes three new chapters with more detailed discussion of Markov Chain Monte Carlo techniques, Classification and Regression with Gaussian Processes, and Dirichlet Process models
ER  -