cv
Life mission
Don't be evil and strive for the greater good.
Work experience
- Apr 2023 - Present
Senior Assistant Manager (Data Scientist)
National University Health System (NUHS), Singapore
- Develop and enhance the CHAMP Chatbot using AWS services and Django Framework
- Create and implement fresh functionalities for the NUHS chatbot
- Create models aimed at enhancing the detection and treatment of ophthalmological conditions in clinical settings.
- Nov 2022 - Mar 2023
Senior Data Scientist
Department of Data Science, Singapore General Hospital (SGH), Singapore
- Oversaw a group of three junior data scientists as the technical team leader.
- Deployed Prophet model to forecast daily haemodialysis orders and optimize manpower allocation accordingly.
- Developed a new innovative model that can dynamically identify patients who are at risk of imminent ICU admission or death
- Nov 2020 - Oct 2022
Data Scientist
Data Science and Machine Learning (DSML), SGH, Singapore
- As the inaugural member of the DSML team, I spearheaded efforts to broaden the scope of the data science capabilities.
- Developed Prophet model to forecast daily haemodialysis orders and optimize manpower allocation.
- Developed XGBoost model to identify high-risk patients in the A&E department.
- Oct 2018 - Oct 2020
Project Officer
School of Physical and Mathematical Sciences, NTU, Singapore
- Developed ML model that uses topological features to predict RNA flexibility property with at least 16% improvement.
- Developed a Maximum Mean Discrepancy GAN algorithm to generate financial data with restrictions.
Certifications
- 2024
AWS Developer Associate
Amazon Web Services
- 2024
AWS Solutions Architect Associate
Amazon Web Services
- 2023
AWS Cloud Practitioner
Amazon Web Services
Education
- 2021
Master of Science (Statistics)
National University of Singapore (NUS), Singapore
- 2016
Bachelor of Engineering (Chemical and Biomolecular Engineering)
Nanyang Technological University (NTU), Singapore