Note: I like to keeps the slides fairly minimal and talk a lot during the lectures. If you have missed a lecture, please listen to the recordings. Some of this material is now outdated where the latest content is on ultra.

Deep Learning

Reinforcement Learning

Cyber Security

Lab content:

All the above lecture material is made available under the CC-BY-NC-4.0. Some content within the lectures is from third parties and not covered by the license. Reference as follows, e.g. for for DL and RL:

  author       = {Chris G. Willcocks},
  title        = {Lectures on Deep Learning and Reinforcement Learning},
  year         = {2021},
  howpublished = {\textsc{url:}~\url{}}
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