Location: Dubai, UAE
Remote: Prefer remote, but can discuss Hybrid
Willing to relocate: Yes, US/UK
Résumé/CV: https://drive.google.com/file/d/1eLjqW8fKFkBhJgHRhtw6nd7clpj...
Email: vladislavtumko@gmail.com
Hands-on AI leader with 8+ years building and shipping production systems in regulated MedTech/Healtcare/HealthTech environments — from model architecture to FDA 510(k) clearance. Scaled a CV division from 0 to 30 people, led clearance of a commercial lumbar spine MRI product, and published first-author research in the European Spine Journal. Delivered measurable business impact: $70K/month burn reduction, 60% cloud cost savings, $1M investment secured, and 12× speedup in surgical workflow automation. Currently writing a book on Medical ML System Design and seeking a new challenge where deep technical expertise meets high-stakes product leadership.
AI Leadership: Team building and scaling, Roadmap Ownership, Delivery, OKR/KPI.
MedTech: DICOM, PACS, PowerScribe360.
Regulatory: FDA 510(k), QMS, EU MDR, CMDR, HIPAA.
MLOps & Delivery: ClearML, MLFlow, NVIDIA Triton, CI/CD.
Infrastructure: Docker, Kubernetes, AWS, GCP, FastAPI, Kafka, PostgreSQL, Redis.
ML Stack: PyTorch, TensorFlow, CUDA, OpenCV, HuggingFace.
LLM Stack: vLLM, LangChain, LlamaIndex, RAG, LoRA.
Languages: Python, C++.