Up to 25 h aheadClinical Sepsis Prediction – Academic project × Uni Bielefeld
2026Predicts sepsis onset from ICU records with Random Forest, GRU and LSTM models.

Applied AI & Backend Engineer · Bielefeld, Germany
Things I've built.
Up to 25 h aheadPredicts sepsis onset from ICU records with Random Forest, GRU and LSTM models.

Explore 10,000 suppliers, compare their risk and send a research agent to investigate a company with sourced evidence.

Turns PDF, DOCX and TXT files into 2–5 page LLM summaries, with editing, text-to-audio and semantic search.
AUROC 0.74 at 7 daysWarns 7–21 days ahead when a winter-wheat field in North Rhine-Westphalia falls behind its neighbours, from Sentinel-1/2 and DWD weather data.
AUROC 0.96 on unseen diseasesA graph neural network over the PrimeKG graph in Neo4j that suggests new uses for existing drugs, with evidence paths and a GraphRAG assistant.
In progressFile a motor insurance claim by chat. Coverage is checked against German policy wording with clause citations, and a human reviews every case.