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Machine Learning Summer School (MLSS), La Palma 2012

Machine Learning Summer School (MLSS), La Palma 2012

17 Videos · Apr 11, 2012

About

The school addresses the following topics: Learning Theory, Kernel Methods, Bayesian Machine learning, Monte Carlo Methods , Bayesian Nonparametrics, Optimization, Graphical Models, Information theory and Dimensionality Reduction.

Detailed information can be found here.

Videos

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02:13:09

What is Machine Learning?

Neil D. Lawrence

calendar icon May 13, 2013 30930 views

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01:35:21

Channel Coding with LDPC Codes

Fernando Perez-Cruz

calendar icon Jan 25, 2013 4897 views

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05:24:16

Dimensionality Reduction

Neil D. Lawrence

calendar icon Jan 25, 2013 13839 views

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04:27:20

Kernel Methods

Bernhard Schölkopf

calendar icon Jan 25, 2013 15304 views

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02:26:14

Bayesian Modelling

Zoubin Ghahramani

calendar icon Jan 15, 2013 18311 views

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01:16:16

Graphical Models

Zoubin Ghahramani

calendar icon Jan 15, 2013 8328 views

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01:47:17

Nonparametric Bayesian Modelling

Zoubin Ghahramani

calendar icon Jan 15, 2013 8752 views

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52:32

Dirichlet Process: Practical Course

Dilan Görür

calendar icon Jan 15, 2013 11362 views

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05:11:50

Optimization: Theory and Algorithms

Robert Vanderbei

calendar icon Jan 15, 2013 12560 views

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04:41:49

Concentration inequalities in machine learning

Gabor Lugosi

calendar icon Jan 15, 2013 11765 views

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03:24:27

Introduction to Bayesian Nonparametrics

Peter Orbanz

calendar icon Jan 15, 2013 25588 views

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01:47:38

Kingman's Coalescent for Hierarchical Representations

Dilan Görür

calendar icon Jan 15, 2013 4233 views

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05:42:27

Diffusions and Geodesic Flows on Manifolds: The Differential Geometry of Markov ...

Mark Girolami

calendar icon Jan 15, 2013 7322 views

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01:25:50

Graph-based Semi-supervised Learning

Zoubin Ghahramani

calendar icon Jan 15, 2013 6215 views

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01:34:47

Probabilistic decision-making, data analysis, and discovery in astronomy

David W. Hogg

calendar icon Jan 15, 2013 3923 views

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01:27:44

Gaussian Processes

John Cunningham

calendar icon Jan 15, 2013 14423 views

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38:31

Gaussian Process: Practical Course

Dilan Görür,

Zoubin Ghahramani

calendar icon Jan 15, 2013 8974 views

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