All Work
Every project, experiment, and build — open any entry for the full write-up.
SUTD Term 1 Design & Innovation Project
With sensors that monitors moisture, humidity and light, the plant pot provides real-time care advice and personalized plant care tips to users through a talking companion via agentic AI capabilities.
Python · ESP32 · Agentic Infrastructure · Google Antigravity · RAG · +1
Hackathon (SUTD Build for Impact 2026)
An AI-powered sustainability-focused app designed to help users reduce overconsumption and move away from fast fashion.
Python · FastAPI · OpenAI · OpenCV · Google Antigravity
IoT + AI Agent
A multi-agent garden assistant with a conversational AI system that helps community gardeners optimize their growing practices through coordinated and actionable assistance.
Python · Google Gemini · LLM Agents · Workflow Orchestration · API Integration · +2
NLP + Machine Learning
A multiclass NLP sentiment classifier trained on 775,000+ real customer reviews from Lazada's Google Play Store listing. The project covers the full ML pipeline: raw text ingestion → EDA → preprocessing → feature engineering → model comparison → final model selection.
Python · Jupyter Notebook · NLP · Machine Learning · Word Cloud · +2
Data Analytics (self-initiated project)
End-to-end data analytics project using PostgreSQL, Python, and Power BI to analyse Singapore HDB resale flat transactions from 2017 to 2026.
Python · PostgreSQL · Power BI · Data Analytics · ETL
RAG + MLOps (self-initiated project)
A production-grade RAG (Retrieval-Augmented Generation) chatbot that answers questions about MAS (Monetary Authority of Singapore) regulatory documents. Built to demonstrate end-to-end MLOps skills. From RAG pipeline design to containerised deployment with CI/CD and Kubernetes orchestration.
Python · FastAPI · ChromaDB · Llama 3 · Docker · +4
NLP + MLOps (self-initiated project)
Fine-tuned sentiment classifier on Singapore-specific text using QLoRA, with experiment tracking via Weights & Biases and deployment via FastAPI + Docker.
Python · FastAPI · RoBERTa · HuggingFace · Docker · +4