- Collaborated with a cross functional team in an Agile environment to develop a proof of concept platform for residents to create Healthier SG diet and exercise plans. Implemented an agentic workflow that demonstrates flexibility to curate and refine personalised plans that residents can act on to lead healthier lifestyles- Successfully developed and implemented backend microservices for a cybersecurity self-attestation portal augmented with Generative AI for a health technology agency, assisting external vendors in their cybersecurity policy compliance to onboard to the healthcare ecosystem. Improved vendor compliance and attestation productivity- Developed a chat engine feature within a carbon market data management platform for an overseas environmental intelligence client to process natural language queries and retrieve multi-dimensional insights from structured SQL tables and PDF documentation.- Provided sharing of knowledge in internal Brownbag sessions (agentic RAG workflows, evaluation metrics for LLMs)- Organised offsite team bonding events for continuous workplace engagement

- Awarded Drum Educator of the Month in July 2016, and Drum Educator of the Quarter in 2020 Q1- Average service rating 9.5/10 based on students feedback on lesson quality

- Completed 2 months of deep skilling on machine learning fundamentals. Topics covered includes classification, artificial neural networks and deep learning techniques in CV, NLP, and time-series tasks- Collaborated with AI engineers and apprentices to deliver a 7 months long project to an external client, developed a minimum viable model and an end-to-end pipeline deployed into production.- Developed code base for key stages in pipeline, including data preparation, feature engineering, model training and inferencing. Contributed to code reviews and picked up best practices in software engineering and code cleanliness- Planned and executed experimentation of model hyperparameters and features using MLFlow, evaluating model performance on key metrics based on client's business needs- Developed and containerized pipelines for data preparation (cleaning and feature engineering), model training/evaluation and batch inference for deployment- Developed and implemented unit tests to maintain integrity of code base as part of CI/CD process- Presented data insights and model interpretability to client during sprint reviews as part of project deliverables to explain model predictions

Data Analytics and Data Visualization- Initiated and spearheaded dashboard development for 3 surgical conditions under MOH Value Driven Care Initiatives for Senior Management and Clinical Leads in SingHealth Institutions- Designed and developed data prep algorithm to bundle patient's journey for capitation purposes under MOH Bundling Framework- Involved in Community Hospital development of Value Driven Care framework with clinicians- Participated in data prep in machine learning projects for Community Hospital Length of Stay

- Performed process mapping and scenario simulation in Quality Improvement Projects for Acute Hospital Operations to improve patient experience- Developed dashboards under National Surgical Quality Improvement Program, used by clinicians for specific surgical procedures to improve patient outcome- Involved in workgroup to set up Data Analyst Career Development Pathway in SingHealth