Experience

Research & Teaching

  1. Tutor, Machine Learning

    Technical University of Munich · Garching

    • Ran Q&A sessions, moderated the course forum and graded assignments and exams.
    • Created and maintained teaching materials.
  2. Student Research Assistant, Machine Learning

    Institute of Information Processing (TNT), Leibniz University Hannover · Hannover

    • Implemented VQ-VAE, NVAE and PixelCNN for anomaly detection and localization, with saliency maps and Grad-CAM.
    • Contributed to a model detecting defects in syringe production; took part in the PHME 2022 Data Challenge.

Industry

  1. Working Student, Machine Learning

    CHECK24 Comparison Portal · Munich

    • Built the image search end to end: data collection, model training, daily vector-database indexing and production serving.
    • Built the semantic text search end to end with a DSSM / Transformer retrieval model, from corpus preparation and training to indexing and serving.
    • Built a listwise Transformer re-ranker, contributing to measurable CTR and conversion gains in A/B tests.
    • Contributed to maintaining dbt data pipelines and to agentic LLM projects.
  2. Intern, Generative AI

    Siemens AG · Munich

    • Trained LLMs with an AST-based approach to generate PLC code from limited training data.
    • Synthesized and analyzed data for generative-AI projects in industrial automation.
  3. Working Student, Embedded Software

    LivaNova GmbH · Munich

    • Built C++ proof-of-concepts and automated integration tests (Vector CANoe, CAN bus, Python) for heart–lung machines.
  4. Working Student, Embedded Software

    IAV GmbH · Gifhorn

    • Developed computer-vision models for robotic classification and improved robot control.
    • Implemented system, unit and software tests.
  5. Intern, Embedded Software

    Dräger Safety AG · Lübeck

    • Built a board support package for STM32 microcontrollers in safety-critical devices, with Jenkins CI, fault handlers and higher test coverage.