Whytohow.
I turn AI research into products people actually need.
Tools I work with: Figma, Jira, Notion, Miro, Tableau, Python, PyTorch, TensorFlow, scikit-learn, pandas, SQLite, Hugging Face, LangChain, Gemini, Docker.
Experience
Ecosystem
The institutions and ventures behind the journey.
Live Feed
What's Happening
Deutschpath v1.0 — AI German Learning Platform
macOS & Windows
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.
Teaching Award Nomination — Machine Learning SS26
University of Bayreuth, Germany
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.
Poster Presentation — Bavarian Conference on AI in Medicine
Munich, Germany
Presenting our poster, 'Balancing Privacy and Utility in Medical Reports: A Comparative Analysis of Anonymization Strategies,' at the Bavarian Conference on AI in Medicine.
Selected Work
Problems worth solving. Outcomes worth measuring.
DeutschPath
AI Language Learning Platform
Solo · product, design & build
Shipped V1 standalone app powered by Gemini Vision and Next.js — a self-directed product from 0 to launch.
Outcome
PhysioNet Challenge 2025
Chagas Disease ECG Screening
ML model design & training
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.
Outcome
Master's Thesis
Clinical Trials NLP Pipeline
Researcher · thesis author
Fine-tuned domain-specific BERT models to classify IPD availability in clinical trial records from ClinicalTrials.gov — research presented at MIE 2024 in Athens.
Outcome
Gallery
CinC 2025
OxML Summer
MIE24
Deutschlandstipendium