Selected Projects

Built a Google AlphaZero inspired Chess Engine with a custom homebuilt Mixture of Experts (MoE) and Residual Networks (ResNet) Architecture for optimal chess play and fast inference.

Trained an LLM from scratch with another custom architecture. Deepened Knowledge about LLMs and Novel Custom Architectures to Analyze and Compare Language Predictive Power.

Developed custom architectures analyzing financial reports, sentiment, and price history to predict market movements. Yielded 20-40% annual returns with a 53%-win rate on unseen data.

Built a Search Engine and custom Ranking Algorithm to understand how Google’s Search Engine works.

Finetuned a Mistral-7B model using LoRA, achieving 98% accuracy on a test set of 200 questions about UWaterloo programs.

Published two mobile games to learn the Godot Engine and Xcode. Available on Apple App Store and Google Play Store.