Bayesian Review and Gaussian Processes
Gaussian Processes Lecture Slides.
There are YouTube videos available of me giving this material at the Gaussian Process Road Show in Uganda
The notebook for the lab class can be downloaded from here.
To obtain the lab class in ipython notebook, first open the ipython notebook. Then paste the following code into the ipython notebook
import urllib urllib.urlretrieve('https://raw.githubusercontent.com/lawrennd/mlai2014/master/week12.ipynb', 'week12.ipynb')
You should now be able to find the lab class by clicking
the ipython 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