GitHub • Projects • Coursework • Current Work
- I am a student at Imperial College London studying Economics, Finance and Data Science.
- I work through advanced ML/AI coursework and hands‑on projects (e.g. Stanford CS229 / CS224N style material).
- I enjoy building end‑to‑end data workflows: from exploratory notebooks to deployable code.
- I like experimenting with new tools and editors.
Developed a compact GPT‑style language model inspired by Karpathy’s minGPT and pre‑trained it on the Wikipedia corpus. Incorporated rotary positional embeddings (RoPE), achieving a 2.3× improvement in benchmark performance compared to a baseline model using standard positional embeddings.
➡️ Repo: Mini-GPT
Designed a neural machine translation system with a bidirectional LSTM encoder and unidirectional decoder, achieving BLEU 11.77 on the Bible corpus, demonstrating ability to handle low-resource languages.
➡️ Repo: Cherokee-English Machine Translation
Built end-to-end data pipelines in R using multi-source World Bank and custom datasets, delivering statistical EDA and visual analytics to quantify links between GDP growth, youth employment, and human development.
➡️ Repo: World Bank Data Analysis Project
| Course | Description |
|---|---|
| Stanford: Machine Learning | Introduction to machine learning and statistical pattern recognition |
| Stanford: Natural Language Processing with Deep Learning | Fundamentals of natural language processing (NLP) and language models using Pytorch framework |
| Stanford: Reinforcement Learning | Main approaches and challenges in reinforcement learning |
| Imperial: Year 1 Trimester 1 | Mathematical Foundations, Probability and Statistics, Introduction to Data Science, Big Issues in Economics and Finance |
These repos show my coding work, notes (in LaTeX), implementations, and experiments.
- Advanced machine learning and optimization techniques.
- Modern NLP (transformers, attention, representation learning).
- Better software engineering practices (testing, structure, reproducibility).
- Improving my C++, Python, and Javascript skills for production‑ready apps.
- Work on redeveloping the backend of Imperial College London Rocketry's Pickle board.
