About
The fourth Machine Learning Summer School was held in Berder Island, France between the 12th and the 25th of September, 2004. More than 100 students and researchers from 20 countries interested in Machine Learning attended. This years' summer school presented some of the topics which are at the core of modern Learning Theory. 15 distinguished authorities from the field gave 14 courses in slots from 4 to 8 hours. In addition, many evening talks which were focused on additional topics were presented. There were also three practical sessions organized providing a 'hands-on' experience of working with Machine Learning algorithms.
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Uploaded videos:
Lectures
Introduction to Kernel Methods
Feb 25, 2007
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23439 Views
Markov Chain Monte Carlo Methods
Feb 25, 2007
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64909 Views
Boosting
Feb 25, 2007
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7124 Views
Machine Learning Flavor of Random Matrices
Feb 25, 2007
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8473 Views
Graphical Models and Variational Methods
Feb 25, 2007
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79943 Views
Signal Processing
Feb 25, 2007
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13815 Views
Machine Learning in Bioinformatics
Feb 25, 2007
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7697 Views
Exponential Families in Feature Space
Feb 25, 2007
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6913 Views
Learning and Regularization Using non Positive Kernels
Feb 25, 2007
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4891 Views
Advanced Statistical Learning Theory
Feb 25, 2007
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10765 Views
Computer Vision
Feb 25, 2007
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34353 Views