Some Things I've Built
Life Protocol
A mobile application inspired by Dan Koe's How to Fix Your Entire Life in 1 Day, designed to guide users through a transformative reset. The app provides a supportive, interactive system that helps users rebuild their life with clarity, intention, and momentum.
- Kotlin
- Junit
- Room
- Hilt
- Android
- Gradle
- MVVM
Reinforcement Learning for Smart Hospital Scheduling
Reinforcement learning-based smart hospital scheduling system using SimPy simulation of staff, patients, equipment, and rooms with spatial and operational constraints, a multi-agent PyTorch framework for schedule optimisation, and heterogeneous graph embeddings to represent multi-type entities and capture relational dependencies for context-aware decision-making.
- Python
- PyTorch
- SimPy
- Pandas
- NumPy
- Matplotlib
- Jupyter Notebook
NHS Real-Time AKI Prediction System
A real-time ML feature prediction pipeline by streaming patient EHR data through a message broker and Redis for persistent caching, ensuring low-latency preprocessing and consistent high-throughput data ingestion for model readiness.
- Python
- PyTorch
- Scikit-learn
- Pandas
- NumPy
- Matplotlib
- Redis
- Docker
- Kubernetes
- Prometheus