Video Resources-Machine Learning Department - Carnegie Mellon University


Course Videos

10-701 image
10-701, Machine Learning (PhD level)
Geoff Gordon & Aarti Singh, Fall 2014

Eric Xing
10-708, Probabilistic Graphical Models (PhD level)
Eric Xing, Spring 2014

Alex Smola

10-701, Machine Learning (PhD level)
Barnabas Poczos & Alex Smola, Spring 2013

Ryan Tibshirani

10-725, Optimization
Geoff Gordon & Ryan Tibshirani, Spring 2013

Zico Kolter

15-830, Computational Methods in Sustainable Energy
Zico Kolter, Spring 2013

Tom Mitchell

10-701, Machine Learning (PhD level)
Tom Mitchell, Spring 2011

Roni Rosenfeld

10-601, Machine Learning (MS level)
Roni Rosenfeld, Spring 2006

Tutorials

Kolter videos

Linear Algebra review
Zico Kolter, Fall 2013

Ramdas tutorials
Multivariate Calculus,
Probability, Functional Analysis,
Singular Value Decomposition,
Aaditya Ramdas, Fall 2014
Christos Faloutsos
Time Series Tutorial, KDD 2010
Christos Faloutsos

Christos Faloutsos
Graph Mining Tutorial, KDD 2009
Christos Faloutsos

Talks

Christos Faloutsos
Graph Mining Tutorial, KDD 2009
Christos Faloutsos
Christos Faloutsos
Next Generation Data Mining Tools
Keynote Speech, KDD 2003
Christos Faloutsos