May 2025
Sports Analytics Computer Vision System
Master's thesis: a computer vision pipeline that automates two off-the-ball football statistics, body orientation at the pass and scanning checks before receiving.
Computer Vision · YOLOv8 · PyTorch→
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Projects
A collection of research projects, side experiments, and open-source contributions.
18 entries · 2022 → 2026
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Feb 2026in_progress
KPMG: Hospital AI Patient Assistant
AI-powered patient-facing avatar for a hospital setting. Answers patient questions to take routine load off nursing staff, built on Microsoft Foundry agents with a React frontend.
AI Engineering · React · Microsoft Foundry→
Mar 2026in_progress
KPMG: Global Health Research Platform
Full-stack work on a global research platform that lets researchers across multiple countries publish, manage, and collaborate on health research projects.
Full-Stack · Node.js · Playwright→
Sep 2024
Medical Image Segmentation
Deep learning pipeline for 3D thoracic organ segmentation from CT scans. nnU-Net 3D vs a custom U-Net variant vs ENet baseline on the SegTHOR challenge.
Medical Imaging · Deep Learning · PyTorch→
Dec 2024
AKI Prediction in Septic Shock
Predicting Acute Kidney Injury stages in ICU patients with septic shock using Decision Trees, XGBoost, and SHAP explainability on the AmsterdamUMC database.
Machine Learning · XGBoost · SHAP→
Jul 2024
Robot Bookworm
Research assistant on a 4-session HRI study at VU Amsterdam: a NAO robot assigned each child a personally-fitting book and ran personalized, LLM-supported book discussions across two primary schools. Published at HRI '26.
HRI · Social Robotics · Education→
Aug 2025
Dream Robot
Research-assistant work on the Dream Robot at VU Amsterdam: an AlphaMini-based social robot designed to deliver guided medical hypnosis to children during invasive procedures in pediatric hospitals. Submitted to IDC '26.
HRI · Social Robotics · Healthcare→
Jan 2022
Expertwired: Automated Expert Matching
Group project at UvA for Expertwired: automating their manual expert-matching workflow with BERT keyword extraction, BM25 industry routing, and a custom company database.
NLP · BERT · BM25→
Apr 2024
Learning Machines: Robobo Robotics
Optimizing Robobo robot behavior for obstacle avoidance, item foraging, and item retrieval using CMA-ES evolutionary strategies in simulation and hardware.
Robotics · Evolutionary Algorithms · CMA-ES→
Jul 2022
Neon Sign Generator
Computer vision system for Your Neon: converts customer sketches into neon-like visualizations and estimates the LED-strip price. Replaced hours of manual design work per request.
Computer Vision · OpenCV · Python→
Aug 2023
Bird's-Eye View Dataset for Cyclist Navigation
Bachelor's thesis at UvA, built for Saivvy: drone-captured bird's-eye-view dataset, segmentation and detection pipeline, and a tracker bridging both into Saivvy's downstream mapping model.
Computer Vision · Segformer · Object Detection→
Dec 2025in_progress
LocalLLM Chat Interface
Personal project: a local AI chat command center on top of LM Studio. Custom agent personas, PDF knowledge bases, web search, all running on my own hardware.
LLMs · FastAPI · Python→
Jan 2026in_progress
ML Trading Pipeline (research)
Research and backtesting tooling: a modular ML pipeline for stock prediction with proper temporal splitting, SHAP explainability, and vectorbt portfolio simulation.
Machine Learning · XGBoost · SHAP→
Jan 2025in_progress
Algorithmic Trading Platform (live execution)
Event-driven trading platform: real-time market data via WebSocket, NATS JetStream message bus, microservices architecture for live execution. Sister project to the ML research pipeline.
Python · Event-Driven · Microservices→
Jun 2024
Sensor-Based Exercise Classifier
Classifying 8 gym exercises from smartphone sensor data. Caught a data leak that was inflating accuracy to 100%, then learned what the upper bound actually is.
Deep Learning · LSTM · Time Series→
May 2024
N-gram Language Models and Neural Dependency Parsing
Two NLP coursework assignments at VU Amsterdam (M.Sc. AI): classical n-gram language models on the Brown corpus, and a feed-forward neural transition-based dependency parser in PyTorch.
NLP · PyTorch · Language Modeling→
Mar 2024
EvoMan Neuroevolution
Comparing Island Model evolutionary strategies with a constraint-based fitness-sharing variant for evolving neural-network controllers in EvoMan.
Evolutionary Computing · Neural Networks · Python→
Apr 2023
Does Distillation Amplify Gender Bias? GPT-2 vs DistilGPT-2
Statistical Language and Data Processing project at UvA: testing whether knowledge distillation from GPT-2 to DistilGPT-2 amplifies gender bias when predicting occupation-gender associations.
NLP · LLMs · Bias→