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Angus Nicolson's Projects

ace icon ace

Towards Automatic Concept-based Explanations

covid-modelling icon covid-modelling

An R shiny app for an SIR compartmental model of COVID-19. Allows for quick experiments exploring the effect of different interventions and parameters.

cvd-vae icon cvd-vae

A package for running experiments with VAEs for ECG data, including a supervised head designed for survival analysis of cardiovascular disease events.

fourieroptics icon fourieroptics

Code to help with an experiment I am running. A 4-f system is being used to explore the fourier plane and the effect of spatial filtering. CCD images of the resulting laser patterns are taken and this code is used to analyse and simulate a similar process.

gym-super-mario-bros icon gym-super-mario-bros

An OpenAI Gym interface to Super Mario Bros. & Super Mario Bros. 2 (Lost Levels) on The NES

hydrogen-radial-wavefunctions icon hydrogen-radial-wavefunctions

Python code to calculate and display the radial wavefunction and associated probabilities of Hydrogen. This is a two particle system so can be solved exactly.

numpy_neural_net icon numpy_neural_net

Neural net for binary classification using numpy. Credit to Piotr Skalski's Medium post for help writing this.

pong icon pong

A classic game of pong, made using the pygame library.

post-hoc-cbm icon post-hoc-cbm

Code for the paper "Post-hoc Concept Bottleneck Models". Spotlight @ ICLR 2023

soft_nearest_neighbors icon soft_nearest_neighbors

An unoffical pytorch implementation of the soft nearest neighbours loss function and optimisation as in Frosst, N., Papernot, N., & Hinton, G. (2019). Analyzing and improving representations with the soft nearest neighbor loss. 36th International Conference on Machine Learning, ICML 2019, 2019-June, 3531–3547. https://arxiv.org/abs/1902.01889.

spinningup icon spinningup

An educational resource to help anyone learn deep reinforcement learning. - having a play around with RL

styleflow icon styleflow

StyleFlow: Attribute-conditioned Exploration of StyleGAN-generated Images using Conditional Continuous Normalizing Flows (ACM TOG 2021)

tcav icon tcav

Code for the TCAV ML interpretability project

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