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Jul 2026Latest

Teaching Award Nomination — Machine Learning SS26

University of Bayreuth, Germany

Teaching Award Nomination — Machine Learning SS26

Honored to be nominated for the Goldene Kreide prize for designing and teaching the Time Series in Machine Learning exercise for this semester's Master's students.

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Coming SoonLatest

Deutschpath v1.0 — AI German Learning Platform

macOS & Windows

Deutschpath v1.0 — AI German Learning Platform

Releasing the first version of Deutschpath, a local AI-powered German language learning app for Mac and Windows. Just connect your own Gemini API key to get started.

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Oct 2025

Poster Presentation — Bavarian Conference on AI in Medicine

Munich, Germany

Poster Presentation — Bavarian Conference on AI in Medicine

Presenting our poster, 'Balancing Privacy and Utility in Medical Reports: A Comparative Analysis of Anonymization Strategies,' at the Bavarian Conference on AI in Medicine.

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Selected Work

Problems worth solving. Outcomes worth measuring.

DeutschPath
Product · AI
2025

DeutschPath

AI Language Learning Platform

Shipped V1 standalone app powered by Gemini Vision and Next.js — a self-directed product from 0 to launch.

Next.jsGemini VisionTypeScript
V1 Shipped
PhysioNet Challenge 2025
Research · ML
2025

PhysioNet Challenge 2025

Chagas Disease ECG Screening

Engineered a 15 MB CNN-BiLSTM-Attention model for Chagas disease screening from 12-lead ECGs — ranked 10th globally out of 41 teams with a 0.238 Test Score.

PyTorchCNN-BiLSTMAttention Mechanisms
Top 10 / 41 Teams · 0.238 Score
Master's Thesis
Research · NLP
2024

Master's Thesis

Clinical Trials NLP Pipeline

Fine-tuned domain-specific BERT models to classify IPD availability in clinical trial records from ClinicalTrials.gov — research presented at MIE 2024 in Athens.

PythonBERTTransformers
Grade 1.0 · MIE 2024
Software Project Management
Leadership · Agile
2023

Software Project Management

Agile Product Ownership at Scale

Acted as Product Owner for an 11-member Agile team at Siemens Healthineers — managed backlog, ran sprints, and delivered a functional software product on schedule.

AgileScrumScrumban
11-Person Team
Digital Tech Fellows
Entrepreneurship
2023

Digital Tech Fellows

Startup Incubator · Agile Business Design

Completed a 60+ hour program at a startup incubator — built a digital business model through agile Business Design, prototyping, and pitching in interdisciplinary teams.

Rapid PrototypingMarket AnalysisPitching
60+ Hours · Startup Pitch
Medical Device Regulations
Regulatory · Product
2020

Medical Device Regulations

CE Mark Lifecycle Simulation

Simulated the end-to-end lifecycle of a medical device from concept to CE-mark approval — analyzing regulatory pathways and compliance requirements across EU and global regions.

CE MarkingGap AnalysisEU MDR
EU MDR · CE Mark
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