Consulting
I help teams design, build, and ship applied machine learning systems — from computer vision and generative AI to the quantitative medical imaging research that started my career. Available for fractional, contract, and advisory engagements.
Designing and shipping production-grade segmentation and detection pipelines — from data preparation and model architecture to evaluation. Background spans fine-grained segmentation (facial wrinkles, medical imaging) and industrial inspection at scale.
Fine-tuning and evaluating diffusion models (LoRA, Stable Diffusion, FLUX) for real product use cases, including multi-view and character-consistent generation. Practical guidance on when GenAI is the right tool, and when it isn't.
Over 20 years of coding experience and hands-on leadership of ML teams delivering computer vision and generative AI solutions across industrial, verification, and synthetic-data projects. Available for fractional technical leadership or defined-scope delivery.
Quantitative CT/MRI image analysis grounded in a PhD in Biomedical Engineering and clinical research across European hospitals, including work that contributed to a commercial medical device product.
Get in touch
The best fit is a well-defined project or a fractional engagement where a senior, hands-on ML engineer can move things forward quickly. Reach out with a short description of what you're working on.