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A first course in machine learning By Girolami, Mark; Rogers, Simon PDF

Download Book : A first course in machine learning By Girolami, Mark; Rogers, Simon PDF


Informations about the book:



Title: A first course in machine learning

Author: Girolami, Mark; Rogers, Simon

Size: 161 MB

Format: PDF

Year: 2017

Pages: 428

Book Contents:


Chapter 1: Linear Modelling: A Least Squares Approach
Chapter 2: Linear Modelling: A Maximum Likelihood
Chapter 3: The Bayesian Approach to Machine Learning
Chapter 4: Bayesian Inference
Chapter 5: Classification
Chapter 6: Clustering
Chapter 7: Principal Components Analysis and Latent
Chapter 8: Gaussian Processes
Chapter 9: Markov Chain Monte Carlo Sampling
Chapter 10: Advanced Mixture Modelling




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