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Introduction to Statistical Machine Learning - MLSS 08

Introduction to Statistical Machine Learning - 1 -Marcus HutterIntroduction toStatistical Machine LearningMarcus HutterCanberra, ACT, 0200, AustraliaMachine Learning Summer SchoolMLSS-2008, 2 15 March, KioloaANURSISENICTAI ntroduction to Statistical Machine Learning - 2 -Marcus HutterAbstractThis course provides a broad Introduction to the methods and practiceof Statistical Machine Learning , which is concerned with the developmentof algorithms and techniques that learn from observed data byconstructing stochastic models that can be used for making predictionsand decisions. Topics covered include Bayesian inference and maximumlikelihood modeling; regression, classification, density estimation,clustering, principal component analysis; parametric, semi-parametric,and non-parametric models; basis functions, neural networks, kernelmethods, and graphical models; determinis

Introduction to Statistical Machine Learning - 2 - Marcus Hutter Abstract This course provides a broad introduction to the methods and practice of statistical machine learning, which is concerned with the development of algorithms and techniques that learn from observed data by

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