My passion for data science is not confined to my academic life only. I founded a tech startup (Twinight Limited) where I served as CTO. I honed my skills by developing the company website and online store and creating automated trading software for crypto and forex trading. The company has since ceased operations.

  In addition to my past startup experience, I've also gained valuable experience through roles with the Census and Statistics Department of Hong Kong and at Ananta Learning Centre, where I worked as a tutor. Some small job though, I know. These roles have still helped me cultivate a stronger work ethic, exceptional organizational skills, and the ability to explain complex concepts in a simple, understandable way.

  I also previously worked as a verified merchant on Binance, one of the largest crypto exchanges in the world.

  Outside of formal work experiences, I've also embarked on independent projects to further refine my data science skills. For instance, I've analyzed various datasets from Kaggle, such as the Airbnb Hong Kong dataset. Through these projects, I've had the opportunity to delve deep into real-world data, extrapolating insights and further fueling my passion for data science.

  Since December 2024, I have been working as a Test and Integration Engineer on a Vessel Traffic Service (VTS) system in the maritime industry, combining my data science background with systems engineering expertise.