DevOps & Data Analytics Engineer (MSc Data Analytics). I run AWS infrastructure with Terraform and work across the data stack, with 6+ years building, training, and deploying ML models in production.
Image similarity & metric learning
- Thesis: hierarchical sampling for image similarity (PyTorch)
- Deep Ranking for Image Similarity: implementation of Google's "Learning Fine-grained Image Similarity with Deep Ranking"
- Stochastic Class-Based Hard Example Mining for deep metric learning (TensorFlow)
Other
- Urban Atlas Prediction: land-use classification from satellite imagery with Urban Atlas labels
- HVAC Prediction: room occupancy prediction from environmental sensor data
- Paint by Numbers Generator: paint-by-number images via color palette optimization
AWS · Terraform · Docker/Kubernetes · SQL · Python · PyTorch · TensorFlow · Flutter