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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