Computer Science & Mathematics Student @ University of Manchester | Research Interests: Geometric Deep Learning, Topological Data Analysis, Manifold Learning, and Deep Reinforcement Learning
🔬 Geometric Regularization in Deep Q-Networks - JavaScript/Python
Investigating Geometric Regularization and Topological Analysis in Deep Reinforcement Learning
Investigating Geometric Regularization and Topological Analysis in Deep Reinforcement Learning
🧠 Neural Networks from Scratch - Python/NumPy
3-layer network (784-1024-10) achieving 95% on MNIST with manual backprop
📈 Custom Linear Regression - Python
Gradient descent with momentum matching scikit-learn performance