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.
Videos
Lectures
Learning and Regularization Using non Positive Kernels
Feb 25, 2007 4918 views
Markov Chain Monte Carlo Methods
Feb 25, 2007 64998 views
Introduction to Kernel Methods
Feb 25, 2007 23439 views
Advanced Statistical Learning Theory
Feb 25, 2007 10765 views
Exponential Families in Feature Space
Feb 25, 2007 6913 views
Machine Learning in Bioinformatics
Feb 25, 2007 7709 views
Boosting
Feb 25, 2007 7124 views
Machine Learning Flavor of Random Matrices
Feb 25, 2007 8504 views
Graphical Models and Variational Methods
Feb 25, 2007 80047 views
Signal Processing
Feb 25, 2007 13841 views
Computer Vision
Feb 25, 2007 34376 views
