Literature and Code, DD2447 and DD3342

DD3342 is the research level version of DD2447

Master's tests

Lecture 1 PDF

Lecture 2 PDF

Lecture 3 PDF

Lecture 4 PDF

Lecture 5 PDF

Lecture 6 - no slides

Lecture 7 PDF

Autoclass example

Lecture 8 PDF

Lecture 9 PDF

LECTURE NOTES
LECTURE NOTES with minor corrections, March 20, 2010

PREPARATORY READING
Wikibook on Statistics

SUPPLEMENTARY READING (mainly DD3342)

Some of Ed Jaynes' lecture notes are here:
http://www.nada.kth.se/kurser/kth/2D5342/kurspaket/

Hand on Machine Learning and the Illusion of Progress
Gammerman, Vovk, On Hedging Predictions

Vovk, et al: Algorithmic learning in a random world
Salakhutdinov, Mnih: Bayesian Probabilistic Matrix Factorization
Amazon's recommendation method
Raiko, Valpola, Harva, Karhunen: Building Blocks for Variational Bayesian Learning

RECOMMENDED CODES

Matlab code directory
Bayes Blocks Software
Particle filtering at TKK
Mathworks central file exchange
SVM-KM package
Support Vector Technology
Bayes Net Toolbox