Oct 2024 – Mar 2025

Singapore Institute of Technology and University of Glasgow, Singapore

• Developed an adaptive DSA learning chatbot using Python, LangChain, LangGraph, and GPT-4o-mini.
• Utilised Sentence Transformers for embeddings and Milvus for efficient content retrieval.
• Implemented Retrieval-Augmented Generation (RAG) architecture, improving explanation accuracy.

Sep 2023 – Mar 2024

Singapore Institute of Technology and University of Glasgow, Singapore

• Analysed satellite imagery and meteorological data for key predictors in Chiang Mai.
• Developed an interactive dashboard for live indicators and model outputs.
• Delivered a machine learning solution (60% prediction accuracy).