🎓 I'm a Computer Science student at Monash University, specialising in Data Science.
📊 Passionate about turning data into insights and driving social impact through technology.
💡 I love solving real-world problems and building tools that make a difference.
Programming
- Python
- R
- SQL
- Java
- Built a fully interactive Streamlit web app to predict loan approvals using a Random Forest model.
- Integrated SHAP explainability tools to visualise individual prediction reasons and feature impacts.
- Designed a What-If simulator to explore how improving CIBIL scores or reducing loan amounts could improve approval chances.
- Highlighted data limitations: model mainly relied on CIBIL score and loan term due to limited feature influence.
- Developed supervised learning models on 250,000+ transactions to identify fraud.
- Used SMOTE to balance the data and improve recall of fraudulent classes.
- Evaluated with confusion matrix, increased true positive rate by 11%.
- Developed betting strategy optimisation using Markov Chains and simulated annealing, improving win rates from 45% to 96% by modeling stochastic transitions between financial states
- Conducted Monte Carlo simulations with 10,000+ iterations to validate analytical results and analyse probability distributions for different starting conditions and strategies
- Applied matrix exponentiation and absorption probability calculations to determine expected outcomes and time-to-absorption across different balance states in a discrete stochastic system
- Built transition matrices and implemented optimisation algorithms to solve strategy selection problems, demonstrating quantifiable performance improvements through statistical analysis
- Built a full-stack paper-trading simulator using React, Node.js, and MongoDB Atlas.
- Simulates real-time NASDAQ trading using Finnhub API for live stock prices.
- Features include portfolio tracking, buy/sell flow, profit/loss calculations, and position management.
- Backend hosted on Render, frontend on Vercel, with configs handled via environment variables.
- Designed a professional UI with responsive layout, animated notifications, and smart error handling.
⭐ Thanks for stopping by my GitHub!