Portfolio · 2024

Kwan Sing
Lie

MSc Computational Science. Specialising in machine learning, data engineering & data science.

Kwan Sing Lie
Kwan Sing Lie · Amsterdam
01 · About

Hello, I'm
Kwan

I'm a computational science graduate with a flexible, results-driven mindset and a genuine passion for data. My work centres on machine learning, data engineering and data science.

I thrive on complex problems, love the process of learning, and find real satisfaction in building solutions that make a measurable impact.

Based in
Amsterdam, NL
Email
kwansing2000@hotmail.nl
Kwan
02 · Education

Academic
background

2022 – 2024
MSc Computational Science
UvA & VU Amsterdam · Amsterdam, NL
Computational models in physical, social & economic sciences. Data science, mathematical analysis, stochastic simulations.
NL
2019 – 2022
BSc Computer Science
Universiteit Leiden · Leiden, NL
Computer systems & networks, data structures, operating systems, linear algebra.
NL
2013 – 2019
Technasium VWO
Keizer Karel College · Amstelveen, NL
NG/NT STEM curriculum. Technasium specialisation: projects for external clients, presentations, teamwork.
NL
03 · Skills

Technical
toolkit

Programming & Tools

Python Machine Learning Data Engineering C++ SQL Git HTML / CSS Scikit-learn TensorFlow Pandas Time Series Econometrics

Languages

DutchNative
EnglishFluent
FrenchBasic
CantoneseBasic
04 · Experience

Career
history

2025 –
present
Data Scientist
Autoriteit Financiële Markten (AFM)
Amsterdam, Netherlands

Working within the Accountancy supervision sector, collaborating closely with toezichthouders and cross-functional teams. Building LLM applications and predictive models, regularly presenting findings to stakeholders, and working within a DevOps team to deliver production-grade data products.

2024
7 months
Data Science Intern
De Nederlandsche Bank (DNB)
Amsterdam, Netherlands

Worked within the Data Science cluster of BC_M&MI. Key contributor to project 'Plutus' — predicting stablecoin volatility using econometric and ML models. Delivered EDA, presentations, and participated in workshops.

2019 – 2024
5 years
High School Tutor
Freelance
Amstelveen / Aalsmeer, Netherlands

Helped middle and high school students improve in STEM subjects, often turning failing grades into passes.

2017 – 2020
3 years
Waiter
Tanuki Amstelveen
Amstelveen, Netherlands

Delivered excellent customer service and coordinated with kitchen during peak hours.

05 · Projects

Selected
work

MSc Thesis · DNB · 2024
The Stability of Stablecoins

Predicting volatility of USDT & USDC using time series econometric and ML models. Large-scale data engineering, feature selection, and exploratory analysis in collaboration with De Nederlandsche Bank.

PythonScikit-learnTensorFlowPandasGrade: 8.0
Download Report ↓
BSc Thesis · Leiden · 2022
How to Win in Checkers?

Built the game of checkers and Minimax / MCTS algorithms entirely from scratch in C++. Conducted a detailed playstyle comparison between both algorithms.

C++MCTSMinimaxGame TheoryGrade: 7.0
Download Report ↓
06 · Side Projects

My
side projects

App · 2026
Vocardably

A flashcard-based language learning app, live and hosted online. Features a full login system, friend system, in-app shop, and progress tracking.

JavaScriptHTML / CSSSQL
Visit site →
Ongoing
Coming Soon
07 · Hobbies

Online
profiles

08 · Contact

Let's
connect

Kwan
Kwan Sing Lie
MSc Computational Science · BSc Computer Science
Email
Website

Tweaks

Accent Color
Background
Language