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, SHAP | • Fine-tuned DistilBERT on 131k+ Hinglish comments, reaching 96.47% accuracy. • Engineered a FastAPI service with ~50ms CPU inference latency. • Architected a production-grade containerized pipeline with SHAP explainability. |
| 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 | TypeScript, CSS, Vercel, RSS | • Aggregates 50+ blog sources in real-time with sub-second search. • Serverless architecture deployed on Vercel with 99.9% uptime. • 🔗 Live Demo |
| Connect3 Newsletter | Python, GPT-4o-mini, OpenAI Embeddings, Supabase | • Two-phase recommendation system using semantic embeddings for personalized event curation. • Two-tower architecture with GPT-4o-mini categorization and NumPy-accelerated vector search. |
| Discord Calendar Bot | Discord.py, Google Calendar API, OAuth2 | • Bridges Google Calendar with Discord for seamless event management via slash commands. • Bi-directional sync with conflict detection and automatic timezone handling. |
| SkillSync — CISSA Catalyst Hackathon | JavaScript, HTML | • Interactive finance practice platform with 100+ curated questions across 5 categories. • Built and deployed in a 24-hour hackathon with adaptive feedback and progress tracking. |
265 commits | +101,517 added | -9,351 deleted | last 30 days
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Total 265 +101517 -9351
Updated: 2026-04-13 05:36 UTC