← Course home
Week
Mon 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