Machine Learning Engineer | MSc Business Analytics @ NTU Singapore | Passionate about NLP, RAG Chatbots & Scalable AI Systems
Exploring LLMs • Building Scalable AI Systems • Turning Data into Intelligence
I’m a Machine Learning Engineer passionate about bridging the gap between data, AI, and business impact.
With a Master’s in Business Analytics at NTU Singapore, I love transforming unstructured data into intelligent, scalable systems.
I’ve built LLM-powered automation, RAG chatbots, and cloud-based ML workflows that reduce manual workloads and enable smarter decision-making.
Beyond code, I enjoy designing dashboards, optimizing workflows, and mentoring peers exploring AI.
- 🚀 Building LLM-driven automation for engineering document intelligence at Singapore Airlines Engineering Company
- 🧩 Experimenting with RAG pipelines, multi-agent systems, and retrieval-augmented frameworks
- ☁️ AWS (SageMaker, Bedrock) for scalable model deployment
- ⚙️ Data Engineering for AI pipelines using PySpark and Airflow
- 🧠 LLM evaluation and fine-tuning techniques
When I’m not training models, I’m probably deep into anime, crafts 🎨, or exploring design ideas for dashboards!
Leveraged Azure OpenAI & LangChain to automate extraction from thousands of aircraft task card PDFs — reducing manual workload by >70%.
Designed a structured output pipeline integrating OCR, LLMs, and JSON-based workflows.
Developed a retrieval-augmented chatbot using FastAPI, FAISS, and Azure OpenAI, capable of domain-specific document querying with source grounding.
Created an interactive stock valuation dashboard using ARIMA, LSTM, and sentiment analysis on company headlines.
Integrated ML models into the frontend with ReactJS, improving user interaction and prediction accuracy.
“Always curious, constantly building, and forever learning. 😉”