jakelevi1996
PhD student at the University of Oxford, studying Autonomous Intelligent Machines and Systems (AIMS) https://aims.robots.ox.ac.uk/
Pinned Repositories
jakelevi1996's Repositories
jakelevi1996/jutility
Collection of Python utilities intended to be useful for machine learning research and experiments
jakelevi1996/comp-neuro
Computational neuroscience simulations including TD reinforcement learning, Hopfield networks, and cortical circuit dynamics
jakelevi1996/gaussian-processes
This repository is primarily for coursework submission to 4F13: 'Probabilistic machine learning' coursework 1.
jakelevi1996/norm-minimisation
Find solutions to L1, L2 and Linf norm-minimisation problems using approximate gradient-based approaches and compare with exact least-squares and linear-programming methods
jakelevi1996/backprop2
Investigating data-efficiency for MNIST using meta-learning, and also investigating modified 2nd-order training methods
jakelevi1996/newtons-method
Implementation and research on generalisations of Newton's method for optimisation
jakelevi1996/notes
My notes on everything (WIP)
jakelevi1996/reinforcement_learning
Repository containing implementations of RL (reinforcement learning) algorithms, specifically from "Sutton, Richard S., and Andrew G. Barto. Reinforcement learning: An introduction. MIT press, 2018." Eventually I hope to also add implementations of more cutting edge RL algorithms directly from the literature.
jakelevi1996/stochastic-optimisation
Some stochastic optimisation algorithms (Tabu search and Particle Swarm Optimisation), tested and compared on the 2D and 5D Schwefel functions
jakelevi1996/aims-effective-ml-practical
Repo for AIMS tips and tricks practical 2024-05-02
jakelevi1996/constructions
Iteratively create and display constructions in Euclidean space
jakelevi1996/docker-print-dir-test
Simple test for printing the contents of the Docker container's filesytem
jakelevi1996/docker-volume-test
jakelevi1996/MapReduce-meta-learning
This repository implements meta-learning algorithms from the literature such as Reptile (Nichol, 2018) as a map-reduce algorithm.
jakelevi1996/minimalist-tensorflow-in-docker
Minimalist example of running a simple Tensorflow program in a docker container, with CPU and GPU options
jakelevi1996/Model-Free-Opponent-Shaping
Investigating MFOS in self-play
jakelevi1996/musiclib
jakelevi1996/NNs
Personal MATLAB implementation of artificial neural network training
jakelevi1996/probabilistic-ranking
This repository is primarily for coursework submission to 4F13: 'Probabilistic machine learning' coursework 2.
jakelevi1996/robotic-simulation
This repository is primarily for coursework submission to 4M20: 'Robotics' coursework 1.
jakelevi1996/roxel
Investigation into perception of shapes from motion
jakelevi1996/Sleep-project
Project aims to measure sleep and classify sleep stages
jakelevi1996/text-gif
Make GIF of given text file, letter by letter or word by word
jakelevi1996/tf.app.run-test
Test repository for calling the tf.app.run wrapper from a different script
jakelevi1996/threading-test
Test repository for running a list of jobs in Python using threads
jakelevi1996/welfare_equilibria_public