← Course home

WeekMon 13:00
58/6002 (L/R G)
Wed 9:00
07/3031 (L/R F2)
Thu 12:00
13/3021
Fri 14:00
05/2017 (L/t J)
1 21 Sep - 25 Sep Introduction Differential Calculus Taylor's Expansion Tutorial: calculus
2 28 Sep - 02 Oct Vector Spaces Inner Product Spaces Understand Mappings Tutorial: vectorSpaces
3 05 Oct - 09 Oct Eigensystems Principal Component Analysis (PCA) Singular Value Decomposition (SVD) Tutorial: eigen
4 12 Oct - 16 Oct Optimisation Stochastic Gradient Descent Constrained Optimisation Tutorial: optimisation
5 19 Oct - 23 Oct Convexity Support Vector Machines Kernel Trick Tutorial: convexity
6 26 Oct - 30 Oct Wasserstein GANs Under Construction Under Construction Tutorial: general
7 02 Nov - 06 Nov Probability On Becoming a Scientist Bayesian Inference Tutorial: probability
8 09 Nov - 13 Nov Integral Calculus Gaussian Processes Probabilistic Inference Tutorial: gp
9 16 Nov - 20 Nov MCMC Entropy Information Theory Tutorial: information
10 23 Nov - 27 Nov When Machine Learning Works Over-Fitting Symmetry Tutorial: theory
11 30 Nov - 04 Dec Tutorial: revision
12 07 Dec - 11 Dec Tutorial