Projects
A series of projects I’ve worked on.
Machine Learning Knots Tutorial
This is a introductory Jupyter notebook on machine learning methods. In particular, the examples carried out here aim to get one up to speed with ML concepts such as feed-forward neural networks, long-short term memory networks, decision trees and K-nearest neighbour models in PyTorch and SciKit-Learn.
Mar 15, 2025
Quantitative Models
Quantitative models for financial market forecasting, both known methods and custom built analysis on several different markets spanning stocks, commodities, derivatives and bonds.
Dec 2, 2024
Spot-a-Knot Game
Spot a Knot game for teaching the difficulty in discerning topological objects (specifically knots) from one another for the general public featured in Physics World magazine.
Apr 23, 2024
3D Smectic Liquid Crystals
During the summer of 2023 I was funded to work on a project concerning the development of 3D smectic liquid crystal simulation in C++ and Python. My work concerned developing methods to constrain tensors to physically realizable states using lagrangian multipliers.
Sep 13, 2023