Senior ML Engineer at Zühlke based in Berlin. For 5+ years I've turned generative and agentic AI ideas into production systems for enterprise clients across retail, industrial, and telecom — on AWS and Azure. Three promotions in four years, and a Best Paper Award at ICPRAM 2023.
Generative AI & RAG — enterprise LLM applications and retrieval systems, from architecture through evaluation. One HR knowledge assistant I built reached 96% retrieval accuracy.
Agentic AI — multi-agent applications wired into enterprise knowledge bases, with the CI/CD, observability, and guardrails needed to run in production.
MLOps — cloud-native MLOps and CI/CD foundations that cut deployment failure rates by over 30% and reduced manual release work by ~70%.
Enterprise work is under client NDAs, so these are described at a high level — no proprietary detail.
- Real-time retail behavior analytics — Swiss telecom. On-premise system fusing computer vision, Whisper transcription, camera tracking, and local LLMs (Ollama) to analyze in-store movement, wait times, and staff interaction in real time.
Computer Vision·Whisper·Ollama - Enterprise HR knowledge assistant (RAG) — Swiss automation company. Full-stack retrieval system over HR policy documents; 96% retrieval accuracy, multilingual.
Azure OpenAI·Azure AI Search·FastAPI - Agentic AI over an industrial knowledge base — multinational industrial client. Azure app connecting enterprise knowledge to Python AI agents (OpenAI SDK), with CI/CD and cloud-native deployment.
Azure·OpenAI SDK·Python - Computer-vision MLOps for recycling — Swiss waste-treatment company. Azure ML pipelines with monitoring and optimization for recycling operations.
Azure ML·MLflow
- 🏆 Best Paper Award — ICPRAM 2023. Data Streams: Investigating Data Structures for Multivariate Asynchronous Time-Series Prediction.
- EEG-based emotion recognition (IJECE) — classifying affective states from EEG via time-frequency analysis.
Signal Processing·Scikit-learn·TensorFlow - MSc, Data Analytics — Universität Hildesheim. Time-series prediction, deep learning, and distributed data processing.
Python · PyTorch · TensorFlow · LangChain · OpenAI SDK · AWS Bedrock · Azure OpenAI · RAG · FastAPI · Docker · Terraform · SageMaker · Azure ML · MLflow · Langfuse · CI/CD
Happy to talk about production AI, agentic systems, or MLOps — collaboration, a hard problem, or the right role.