About
I'm just a dude who works in energy markets, mostly doing optimisation modelling and data related things.
Did a bunch of maths and computer science at university, then actually learnt most of what I know on the job, and now applying it all to build some cool stuff in the energy space!
Projects
Here's a selection of some data and AI projects I've completed, either as part of university or outside.
Calliope - Deep Reinforcement Learning for Price-maker Energy Storage
The repository for my master's thesis, looking at using deep reinforcement learning strategic bidding of energy storage.
Sarcasm Detection with BERT - Capstone project for Data Science
The goal was to detect the usage of sarcasm in online comments using pre-trained language models, as well as utilising and analysing their embeddings with traditional classification methods.
Pacman - Capture the Flag
Developed game playing agents to play a multiplayer version of Pacman called Pacman Capture the Flag by UC Berkeley. It demonstrates the usage of PDDL, heuristic search and approximate Q-learning techniques.
Flatland Challenge - Collision free multi agent path finding for train scheduling
Implemented collision free multi agent path finding algorithms in order for agents to operate in the Flatland environment, a train network simulator designed to model and address the problem of train scheduling and rescheduling.
Expendibots - A game playing agent for a made up game
Developed an autonomous game playing agent to play a made up board game called Expendibots, with functionality to play against other agents. Demonstrates usage of the Negamax search algorithm, along with Zobrist hashing for implementing transposition tables.
This website ‼
I am using this site as a way to experiment with Node, React, JavaScript and web design in general. Obviously, the easiest way to get started is to fork a template and start tweaking, learning as you go. The original source template for this website is linked below, as well as the repository hosting my current version.
Some photos!
I try to travel around a bit. Here's some photos I've taken to add some colour to the website.
