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
You should now be able to find the lab class by clicking
the jupyter notebook menu.
There is a YouTube video available of me giving this material at the Gaussian Process Road Show in Uganda. You will need to watch this in HD to make the maths clearer.
- Reading (Regression)
- Sections 1.1-1.3 of Rogers and Girolami.
- Section 1.2.5 of Bishop up to Eq 1.65.
- Section 1.1 of Bishop.
- Reading (Linear Algebra, Matrix and Vector Review)
- Section 1.3 of Rogers and Girolami.
- Linear Algebra Guide
- Reading (Basis Functions)
- Chapter 1, pg 1-6 of Bishop.
- Section 1.4 of Rogers and Girolami.
- Chapter 3, Section 3.1 of Bishop up to pg 143.