Nando de Freitas

Machine Learning Homeworks

Homework 1. PDF
- Matlab tips by KPM
- Files for question 5:
  matrix.dat literals.dat documents.pdf
- Files for question 6:
  twosfours.mat
Homework 2. PDF
- housing.data
- gengamma.m
Homework 3. PDF
Files for the first two sampling questions:
Gaussian process example:
- Demo m file
- and some kernels:
- kernel polyK.m
- kernel sigmoidK.m
- kernel expK.m
Files for motion capture question:
File for K-means and EM example:
- clusterData.dat
File for text clustering question (6):
- textData.dat
Files for the image compression example:
- mandrill-large.tiff
- mandrill-small.tiff
File for Kalman filtering example:
- kalmanData.mat
Files for the particle filtering example: