Machine Learning OnLine Lectures

Pierre Dangauthier posts about an interesting topic: online Machine Learning videos (lectures, research talks, etc.). There's a lot of interesting stuff and I list some I've found

• Feature Selection Through Lasso
• Sparse and large-scale learning with heterogeneous data
• Privacy Preserving Data Mining
• Applications of Artificial Intelligence
• Semisupervised Learning Approaches (Tom Mitchell)
• Machine Learning, Probability and Graphical Models
• Statistical Learning Theory
• Statistical Learning Theory (Olivier Bousquet)
• Support Vector Machines
• When Training and Test Distributions are Different: Characterising Learning Transfer
• Learning with Kernels
• Machine Learning Reductions (John Langford)
  
• Kernel Methods
• Random projection, margins, kernels, and feature-selection
• Kernel Methods in Statistical Learning
• Pattern Analysis with Graphs and Trees
• Tutorial on Statistical Machine Learning with Applications to Multimodal Processing
• Introduction to the Machine Learning over Text & Images - Autumn School by Eric Xing
• Statistical Learning Theory - Graph Models
  

Some interesting and related links:

• Free Science and Videolectures OnLine
• VideoLectures
• Post about the same topic from Olivier Bousquet