I am a Data Science student at the University of Melbourne with a strong focus on building intelligent systems that solve real-world problems. My passion lies in bridging the gap between complex machine learning models and scalable software applications. I enjoy tackling challenging engineering problems, from optimizing deep learning inference pipelines to architecting full-stack web solutions.
I actively contribute to major open-source projects in the AI and software engineering ecosystem.
| Organization | Contribution | Impact |
|---|---|---|
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Core framework improvements for LLM applications | View PRs → |
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Enhanced model interpretability & attribution tools | View PRs → |
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High-energy physics software foundation contributions | View PRs → |
| Project | Tech Stack | Key Metrics & Impact |
|---|---|---|
| YouTube Sentiment Analysis | PyTorch, FastAPI, Docker, DistilBERT, Redis | • Fine-tuned DistilBERT on 131k+ Hinglish comments, reaching 96.47% accuracy. • Engineered a FastAPI service with Redis caching achieving <50ms P99 latency. • Architected a production-grade containerized pipeline with automated unit testing. |
| Telco Churn Retention | XGBoost, Kafka, MLflow, Great Expectations | • Built a churn prediction system (0.85+ ROC-AUC) with SHAP interpretability. • Integrated end-to-end MLOps pipeline for experiment tracking and data quality gating. • Deployed autonomous drift detection (PSI/KS) to maintain production performance. |
| Blog Aggregator | Go (Golang), PostgreSQL, RSS | • Achieved sub-100ms latency for concurrent RSS feed aggregation and serving. • Scalable architecture handling 50+ active feeds with automated background syncing. • Demo |
| Connect3 Newsletter | Python, Recommendation Algos | • Achieved 3x higher engagement/CTR vs generic newsletters. • Delivering personalized event curation to 500+ students weekly. |
| Discord Calendar Bot | Discord.py, AWS | • Automating event scheduling for the DS Cubed community (650+ students). • Reduced manual event management overhead by 80%. |
| MUIC Website | Web Technologies | • Optimized asset delivery reducing site load time by 40%. • Improved SEO ranking to #1 for club-related search terms. |
| CISSA Catalyst Hackathon | React, Node.js | • Supported 200+ concurrent users during the 48-hour hackathon event. • Maintained 99.9% uptime reliability for critical submission portals. |
- Professional Development: Seeking opportunities to work in high-impact technology environments where I can apply my skills in ML and systems engineering.
- Google Summer of Code (GSoC) 2026: Actively preparing and contributing to open-source organizations to participate in GSoC 2026.