Machine Learning, Probability and Graphical Models
Sam Roweis
4 videos

Fuzzy Logic

Michael Berthold
2 videos

Support Vector Machines

Chih-Jen Lin
3 videos
 
Nando de Freitas
6 videos

Lectures on Clustering

Ulrike von Luxburg
4 videos

Kernel Methods and Support Vector Machines

Alexander J. Smola
6 videos

Group Theory and Machine Learning

Risi Kondor

Learning Theory

Mark Reid
3 videos

 
Bayesian Inference and Gaussian Processes
Carl Edward Rasmussen
6 videos

Introduction to Statistical Machine Learning

Marcus Hutter
3 videos

Learning Bayesian Networks

Richard E. Neapolitan
3 videos

Introduction to Learning Theory

Olivier Bousquet
5 videos

Spectral Clustering

Arik Azran

 
Unsupervised learning
Dale Schuurmans
6 videos

Probability, Information Theory and Bayesian Inference

Joaquin Quiñonero Candela
4 videos

Independent Component Analysis

Aapo Hyvärinen
8 videos

Reinforcement Learning

Scott Sanner
6 videos

Learning in Computer Vision

Simon Lucey
7 videos

 
Intelligent Agents
John Lloyd
3 videos

Text Mining, Information and Fact Extraction (TMIFE)

Marie-Francine Moens
5 videos

Basics of Algorithmics, Computation Models, Formal Languages

Colin de la Higuera
3 videos

From Trees to Forests and Rule Sets - A Unified Overview of Ensemble Methods

Giovanni Seni, John Elder
2 videos

Statistical Modeling of Relational Data

Pedro Domingos
3 videos

 

Introduction To Statistical Machine Learning

Marcus Hutter
3 videos

Semantic Web Usage Mining – Overview and Case Studies

Bettina Berendt

Introduction to Reinforcement Learning and Bayesian learning

Mohammad Ghavamzadeh
2 videos

Tutorial on Statistical Machine Learning with Applications to Multimodal Processing

Samy Bengio
2 videos

 

Embedded Machine Learning: Using Support Vector Machines in Wireless Sensor Networks using TinyOS and Lego Mindstorms NXT

Rasmus Pedersen
2 videos

Model-based Bayesian RL

Pascal Poupart
2 videos

Machine Learning Laboratory

Christfried Webers
3 videos

Gaussian Process Temporal Difference

Yaakov Engel

 
Statistical Methods
Paul Taylor
3 videos

Statistical Aspects of Pattern Analysis

John Shawe-Taylor
3 videos

 
IEEE Computational Intelligence Society