🏆 Production Deployed
🌱 PlantSeg - Agricultural AI Platform
Production-grade plant root segmentation system for NPEC. Features U-Net architecture with ResNet50 encoder, automated retraining pipelines, and both cloud and on-premise deployment. Includes GDPR compliance and EU AI Act risk assessment.
U-Net/ResNet50
Azure ML
FastAPI
Docker
MLOps
GDPR Compliant
🚛 Current Academic Project
DAF Truck Predictive Maintenance
Academic project developing predictive maintenance system for DAF commercial vehicles. Integrating rFMS telematics data, RDW vehicle registration data, and other heterogeneous data sources using CRISP-DM methodology for failure prediction and maintenance optimization.
CRISP-DM
Extensive Data Processing
Heterogenous Data Integration
Predictive Analytics
Academic Research
🚗 Neural Networks
Roadie - Traffic Safety AI System
Advanced neural network system predicting vehicle accidents using telematics data and CRISP-DM methodology. Integrates PostgreSQL data warehouse, feature engineering for g-force calculations, and real-time accident probability assessment with web dashboard.
TensorFlow/Keras
PostgreSQL
ANWB Data
Weather APIs
Neural Networks
🏭 Industrial Automation
Niagara AI Pipeline
AI-powered building automation system integrating machine learning with Tridium Niagara 4.14 for FOX BMS. Features predictive maintenance algorithms, real-time sensor data processing, and automated control optimization for smart building management.
Tridium Niagara
Machine Learning
IoT Integration
Python
Predictive Analytics
🏭 Industrial IoT Tool
ISMA IO Generator
Python-based automation tool for generating Tridium Niagara 4.14 ISMA I/O configurations. Streamlines building management system setup with CSV-driven configuration generation, automated mapping, and batch processing capabilities for industrial IoT deployments.
Python
Tridium Niagara
ISMA Modules
Industrial IoT
Automation
📷 Computer Vision
Depth Camera Processing
Advanced depth camera image processing system for 3D scene reconstruction and spatial analysis. Implements point cloud processing, depth map visualization, and real-time camera calibration for robotics and computer vision applications.
OpenCV
Point Cloud Processing
3D Reconstruction
Computer Vision
Python
