Probabilistic Graphical Models (Machine Learning
Summer School 2005)
A week long short course I gave at the 2005 Machine Learning Summer
School in Canberra (MLSS05).
to read the course abstract.
slides: available from the mlss website
[version of jan.05-->pdf(990K)]
Hidden Markov Models (SCIA Tutorial 2003)
A tutorial on Hidden Markov Models I gave in Sweden at the 2003
Scandinavian Conference on Image Analysis
[version of june.03-->
Probabilistic Models for Unsupervised Learning
(NIPS Tutorial 1999)
and myself gave a tutorial on
Models for Unsupervised Learning at
in Denver, December 1999.
[version of oct.99-->
HMMs and LDSs (Gatsby Unit Neural Computation Tutorial)
I was one of the lecturers at the Gatsby Unit's
Neural computation tutorial, 31 August--3 September 1999
My lectures covered the topics of Hidden Markov Models and Linear
[version of aug.99-->ps.gz(257K)
4 per page]
Support Vector Machines and VC theory (Caltech/JPL)
A review talk I gave on SVMs in Yaser Abu-Mostafa's
group at Caltech.
[version of feb.96-->ps.gz(82K)]
Another talk I gave on this topic at the Jet Propulsion Labs.
[version of march 96-->ps.gz(88K)]
Hidden Markov models (UCLA)
A tutorial I gave in Abeer Alwan's group at UCLA.
Now probably supplanted by the notes from the SCIA tutorial above.
[version of jun.97-->ps.gz(84K)]
Sam Roweis, Vision, Learning and Graphics Group,