Mar 2026In Progress
KPMG — Global Health Research Platform
Full-stack development on a global health platform enabling researchers to publish and manage their research projects.
Full-StackNode.jsPlaywrightAzure DevOps
▸ tracking: all
Projects
A collection of research projects, side experiments, and open-source contributions.
projects.section
Feb 2026In Progress
KPMG — Hospital AI Patient Assistant
AI-powered avatar that helps hospital patients with their questions, reducing the workload on nursing staff.
AI EngineeringReactMicrosoft FoundryFull-Stack
Jan 2026In Progress
ML Trading Pipeline
Production-quality machine learning pipeline for stock market prediction with ensemble models, SHAP explainability, and vectorbt backtesting.
Machine LearningXGBoostSHAPPythonFinance
Dec 2025In Progress
LocalLLM Chat Interface
Local AI chat application with custom agent personas, knowledge base upload, and web search — all running privately on your machine.
LLMsFastAPIPythonAI Agents
May 2025conf: 0.97
Sports Analytics Computer Vision System
Master's thesis project: real-time player tracking, body orientation estimation, and scanning behavior analysis for football matches using state-of-the-art computer vision.
Computer VisionYOLOv8PyTorchDeepSORTSports Analytics
Jan 2025In Progress
Algorithmic Trading Platform
Event-driven trading platform with real-time market data streaming and automated execution via microservices architecture.
PythonEvent-DrivenMicroservicesFinance
Dec 2024conf: 1.03
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 LearningXGBoostSHAPHealthcare
Sep 2024conf: 1.06
Medical Image Segmentation
Deep learning pipeline for 3D thoracic organ segmentation from CT scans, comparing ENet, CustomNet, and nnU-Net architectures.
Medical ImagingDeep LearningPyTorch3D Segmentation
Jun 2024conf: 1.09
Sensor-Based Exercise Classifier
Classifying 8 gym exercises from smartphone sensor data using LSTM networks, Random Forest, and signal processing techniques.
Deep LearningLSTMTime Seriesscikit-learn
May 2024conf: 1.12
NLP: Language Modeling and Dependency Parsing
N-gram language models with smoothing and text generation, plus a neural transition-based dependency parser built in PyTorch.
NLPPyTorchLanguage ModelingDeep Learning
Apr 2024conf: 1.15
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.
RoboticsEvolutionary AlgorithmsCMA-ESPython
Mar 2024conf: 1.18
EvoMan Neuroevolution
Comparing Island Model evolutionary strategies with fitness-sharing for evolving neural network controllers in the EvoMan game framework.
Evolutionary ComputingNeural NetworksPythonOptimization
Jan 2024conf: 1.21
Document Classification System
BERT-based multilingual classifier achieving 94% accuracy on 10,000+ form entries, reducing manual processing time by 80%.
NLPTransformersPyTorchBERT
Aug 2023conf: 1.24
Bird's-Eye View Transformation System
Bachelor's thesis: developing a robust BEV dataset for autonomous driving by combining drone footage, object detection, and semantic segmentation.
Computer VisionTensorFlowObject DetectionDeep Learning
Apr 2023conf: 1.27
Gender Bias in Model Distillation
Investigating how knowledge distillation from GPT-2 to DistilGPT-2 amplifies gender bias in occupation-gender associations.
NLPLLMsBiasGPT-2
Jul 2022conf: 1.30
Neon Sign Generator
Computer vision system that converts sketches and logos into photorealistic neon sign visualizations with automated price estimation for a real client.
Computer VisionOpenCVPythonRANSAC