Louiii

ArtificialBeeColonyOptimisation

Implementation of Karaboga and Basturk, Artificial Bee Colony (ABC) algorithm.

BayesianNetworks

Computer-Graphics

WebGL model of an interactive classroom. View in browser!

DPPsForRL

Masters Dissertation Repository

Image-Processing

Project I did for a submodule called Image Processing in which we had to implement basic image morphology operations.

NeuralSequenceModelling

Landmark machine learning algorithms for modelling sequential data.

Q-Learning

Q-learning algorithms, inspired by Tom Mitchell - "Machine Learning" reinforcement learning chapter

RecommenderSystems

Project about context-aware recommender systems on the #NowPlaying dataset. I demonstrate two recommender system techniques. The first uses tensor factorisation (contextual modelling) to predict ratings and Determinantal Point Processes to recommend items. The second uses Singular Value Decomposition to predict ratings and post-filtering to recommend items based on context.

RL-SuttonBarto

My implementation of Richard Sutton & Andrew Barto's Reinforcement Learning Book (2nd Edition)

ValueDecomposition

Value-Decomposition Networks For Cooperative Multi-Agent Learning

Louiii/ValueDecomposition

Value-Decomposition Networks For Cooperative Multi-Agent Learning

Louiii/RecommenderSystems

Project about context-aware recommender systems on the #NowPlaying dataset. I demonstrate two recommender system techniques. The first uses tensor factorisation (contextual modelling) to predict ratings and Determinantal Point Processes to recommend items. The second uses Singular Value Decomposition to predict ratings and post-filtering to recommend items based on context.

Louiii/Q-Learning

Q-learning algorithms, inspired by Tom Mitchell - "Machine Learning" reinforcement learning chapter

Louiii/ArtificialBeeColonyOptimisation

Implementation of Karaboga and Basturk, Artificial Bee Colony (ABC) algorithm.

Louiii/DPPsForRL

Masters Dissertation Repository

Louiii/Image-Processing

Project I did for a submodule called Image Processing in which we had to implement basic image morphology operations.

Louiii/BayesianNetworks

Louiii/Computer-Graphics

WebGL model of an interactive classroom. View in browser!

Louiii/NeuralSequenceModelling

Landmark machine learning algorithms for modelling sequential data.

Louiii/RL-SuttonBarto

My implementation of Richard Sutton & Andrew Barto's Reinforcement Learning Book (2nd Edition)

Louiii/DurhamSpidersGame

Games & Multimedia submodule coursework

Louiii/Huffman-Compression

Lossless compression and decompression algorithm using Huffman encoding.

Louiii/MarianaOptimisation

Repository to showcase optimisation algorithms on a low dimensional, multimodal function.

Louiii/Markov-Decision-Processes

Policy improvement algorithm to solve Markov decision processes. This is a MDP because the probabilities and rewards are known, if these are unknown this is a reinforcement learning problem, you would estimate the probabilities and rewards by sampling and storing in an array Q (Q-learning).

Louiii/Network-Analysis

Graph analysis project investigating 'Random', 'Ring Group' and 'Preferential Attachment' graphs. Discusses a variety of properties such as clustering coeffient and distribution of min independent set of a vertex's neighbours as well as each graphs' searchability.

Louiii/PyTorch-AbstractionLevels

Five ways of writing a simple artificial neural network in PyTorch with different levels of abstraction. The lowest level only uses a tensor parameter and the highest uses pre defined loss, optimiser and sequential architecture.

Louiii/SequenceAlignment

Bioinformatics coursework

Louiii/Sparsemm

GPGPU project in C using OpenACC of an algorithm to perform sparse matrix multiplication.

Louiii/tpp_scraper

TPP Health Data Analysis and ANN classifer. Useful programs for doctors or statiticians to perform analysis on patients data.

Louiii/TSP-Algorithms

Different search algorithms I wrote to solve the Travelling Salesman Problem.

Louiii/VAE

I will add different implementations of Variational Autoencoders here, starting with a simple VAE tutorial

Louiii/Web-Programming

Events website project that uses AJAX to make requests to an API and render it to html. It also has an admin page which you can log into storing a cookie with your password which is hashed and matched with the one in the database.