25.06.2026 aktualisiert

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100 % verfügbar

Senior Data Engineer / AI Specialist

Murnau, Deutschland
Deutschland
Computer Science (Informatik) Diploma
Murnau, Deutschland
Deutschland
Computer Science (Informatik) Diploma

Skills

Künstliche IntelligenzBig DataData ArchitectureMachine LearningData ScienceGenerative AI
With a focus on AI, data science and data engineering, I collected over 17 years' professional experience. I have developed AI and machine learning systems and was lead architect for companies in the energy, telecommunications and automotive sectors, as well as for small start-ups in fields such as medical technology. I also worked in research and gave talks on AI and statistics (see the end of this CV).
Aside from AI, my greatest strengths lie in data and software engineering & architecture. I love working on more than just models and have a strong focus to bring a project into production and gather feedback from stakeholders.
I really enjoy working with younger colleagues, both to pass on my knowledge and to learn from them.
Languages: German (mother tongue), English (professional)

Erfahrung

Berufserfahrungmehr als 10 Jahre
Freelancer seit2023

Sprachen

DeutschMutterspracheEnglischverhandlungssicher

Projekthistorie

AI Chatbot Development and ML Operations

Telekommunikation

250-500 Mitarbeiter

A) Internal AI chatbot for a major telecommunications company in Munich: I designed and developed an AI chatbot, including a pre-processing pipeline for internal knowledge of a RAG system. Crafting prompts for all layers and features of the architecture. Improving the results of semantic search via hypothetical document embeddings. Challenge: Due to data privacy restrictions, the chatbot is running On-Premise with Open Source language models (now: Gemma4). I evaluated different language and embedding models and made it operable via Ollama.
B) ML Ops: I set up a MLFlow Server and migrated existing analytics / ML models to run on the new infrastructure, including migrating Jupyter notebooks to plain Python code and configuration.

Skills: Open Source Language Models, RAG, Ollama, OpenWebUI, Python, MLFlow, Podman

TRAVEL: AI AGENT DEVELOPER

Internet und Informationstechnologie

< 10 Mitarbeiter

Right now I'm working on my own project developing AI agents controlling the browser resp websites using Stagehand (NodeJS / Typscript), Django and running on Google GCP via Terraform.

SENIOR DATA ENGINEER, ARCHITECT

GEMA

Medien und Verlage

250-500 Mitarbeiter

For different Web analytics use cases and sources I implemented a layered data architecture (Bronze, Silver, Gold “medaillon” architecture) which incrementally and progressively improves the structure and quality of data as it flows through each layer.
The final pipelines are deployed on Databricks (GCP), but the Python code is implemented and structured so it can run and be tested completely w/o Databricks e.g. with Github actions.
Delta tables are used so data versions can be rolled back. Updates based on data partitions are implemented, so data can be easily updated.
In another project I was working on Microservices inside a data streaming pipeline with Kafka and Python.

RENEWABLE ENERGY & E-MOBILITY: DATA ENGINEER & SCIENTIST, SOFTWARE ARCHITECT

e.g. E.ON

Energie, Wasser und Umwelt

500-1000 Mitarbeiter

1. Finding optimal locations for new charging stations. Implemented data pipelines and Machine learning models for geospatial and socio-economic features and predicting the potential charging station usage on new locations. Python, Scikit Learn, Azure, Kubernetes, DBT and PostgreSQL.

2. Custom GPT: Combining internal data sources with ChatGPT by implementing a document management platform, and combining RAG with ChatGPT. Python, Django, Azure, OpenAI API, Azure AI Search/Indexing.

3. Knowledge management platform. Conceptual design of the software architecture and Azure infrastructure. Development of an API with Python and Django. Gitlab CI, Docker, Azure: App Services, Functions, Data Factory. Automation of infrastructure using Terraform. Supervising the multinational team as a senior developer.

4. Identification of optimal areas for self-supply communities (CSC) in Spain and Germany based on geospatial, socio-economic and environmental data (solar radiation). Based on my analysis the project Adeje Verde in Tenerife chose the central building for solar panels which provides renewable energy to its neighborhood

AUTOMOTIVE, SENSOR & GEO DATA: DATA ENGINEER & SCIENTIST

Automobil und Fahrzeugbau

1000-5000 Mitarbeiter

Data Engineer & Scientist in several projects for a large german automotive manufacturer. Development of a Big Data platform for driver assistance systems and location-based services. Architecture and data management for the processing of more than 100GB of daily data. Implementation of batch jobs to analyze sensor and geospatial data using Apache Spark. Implementation of special algorithms such as Kalman filter, Map Matching and Routing. Full responsibility of own DevOps team with the goal of zero downtime and high cost efficiency. Automation of deployments and infrastructure on AWS.

TELECOMMUNICATIONS: SOFTWARE DEVELOPER, ARCHITECT, ANALYST

Developing a B2B Interface for selling telecommunication contracts, mobile and fixed line.
Architecting white-label solutions for B2B partners.
Analysing requirements and providing technical support.

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