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Tom George's Projects

deeplearningturbulence icon deeplearningturbulence

We use deep convolutional neural networks to solve a classic oceanographic problem: how to predict heat fluxes in turbulent flows given only readily available surface information.

deeplearningtutorial icon deeplearningtutorial

A colab-style DL tutorial for how to build and train DNNs (with and without autograd packages) from scratch.

hopfieldnetworktutorial icon hopfieldnetworktutorial

A colab-style tutorial for how to build Hopfield Networks (classic and modern) and train them to memorise patterns and flags

main_2022_calrsa icon main_2022_calrsa

Notebook demonstration of basic RSA approaches to explore representational structure in 1p calcium imaging data

ovaerian-cancer icon ovaerian-cancer

Code and data for my Part III Masters Project, University of Cambridge. This project looks at using variational autoencoders on Ovarian Cancer datasets to investigate methods of discovering gene signatures responsible for causing platinum resistance.

ppseq.jl icon ppseq.jl

Neyman-Scott point process model to identify sequential firing patterns in high-dimensional spike trains

pupillometrypipeline icon pupillometrypipeline

Code and pipeline for pupillometry. Produced for PhD rotation in Akrami lab, for studying implicit statistical learning in humans performing a gap detection task. Code should be adaptable for more general pupillometry projects.

reservoircomputing icon reservoircomputing

Code for computing with reservoir nets, pairs of mutually supervising reservoir nets and training with FORCE learning. Produced for PhD rotation in Akrami Lab studying temporal structure learning.

stdp-sr icon stdp-sr

We study place and grid cells of an RL agent learns successor representations (SR) in compositional mazes.

tidaltailsofinteractinggalaxies icon tidaltailsofinteractinggalaxies

Simulation code (python) and report for a study into the close approach of two multi-star galaxies and the subsequent formation of tidal tails from the extreme self generated tidal forces present.

tomplotlib icon tomplotlib

A package I wrote for formatting and saving figures with matplotlib

whatmakesneuronspicky icon whatmakesneuronspicky

Here I use pytorch to understand what drives neuronal selective in deep neural networks trained to perform multiple tasks simultaneously

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