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Machine Learning Summer School (MLSS), Tübingen 2007

Machine Learning Summer School (MLSS), Tübingen 2007

18 Videos · Aug 20, 2007

About

Machine Learning is a foundational discipline of the Information Sciences. It combines theory from areas as diverse as Statistics, Mathematics, Engineering, and Information Technology with many practical and relevant real life applications. The aim of the summer school is to cover the entire spectrum from theory to practice. It is mainly targeted at research students, academics, and IT professionals from all over the world. The program will feature introductory courses at the beginning to provide basic working knowledge of Machine Learning. Building on this introductory material, advanced topics will be covered progressively over the duration of the school. Subjects will be covered both in lectures (4-6 per topic) and in practical courses (where students will have the chance to implement methods for themselves); and are taught by world experts in their fields.\

Videos

Opening and Closing

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03:41

Closing remarks

Bernhard Schölkopf

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Opening of the 9th Machine Learning Summer School

Bernhard Schölkopf

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Lectures

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03:11:44

Topics in image and video processing

Andrew Blake

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02:06:40

Introduction to kernel methods

Bernhard Schölkopf

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05:15:57

Graphical models

Zoubin Ghahramani

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05:02:33

Bayesian inference and Gaussian processes

Carl Edward Rasmussen

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02:16:17

Sequential Monte Carlo methods

Arnaud Doucet

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01:24:33

Sequential Monte Carlo methods continued

Manuel Davy

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04:53:55

Statistical learning theory

Olivier Bousquet

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04:55:31

Kernel Methods for Dependence and Causality

Kenji Fukumizu

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04:28:22

Online Learning

Nicolò Cesa-Bianchi

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02:56:35

Machine learning and finance

László Györfi

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02:22:17

Convex Optimization

Lieven Vandenberghe

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01:34:43

Dirichlet Processes: Tutorial and Practical Course

Yee Whye Teh

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05:07:13

Introduction to bioinformatics

Gunnar Rätsch

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Interviews

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06:49

Interview about past, present, future of MLSS

Bernhard Schölkopf

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07:51

A discussion about ML

Bernhard Schölkopf

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Leisure time - music events during MLSS 2007

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04:18

Students performing "Easy" on the last day of the MLSS

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