Week 12

Gaussian processes [PDF Lecture slides]

Lab Class

The notebook for the lab class can be downloaded from here.

To obtain the lab class in jupyter notebook, first open the jupyter notebook. Then paste the following code into the ipython notebook

import urllib.request
urllib.request.urlretrieve('https://raw.githubusercontent.com/lawrennd/mlai2015/master/week12.ipynb', 'week12.ipynb')

You should now be able to find the lab class by clicking File->Open on the jupyter notebook menu.

Section 3.7–3.8 of Rogers and Girolami (pg 122–133).
Section 3.4 of Bishop (pg 161–165).
Chapters 1 and 2 of Gaussian Processes for Machine Learning by Rasmussen and Williams