Featured Work

Stille Ansprüche — German Social Benefits Discovery Assistant

Stille Ansprüche — German Social Benefits Discovery Assistant

RAG-based assistant that helps people discover German social benefits (Sozialleistungen) they may be entitled to but don't know exist — grounded in an official 500+ benefit inventory, with hybrid search and citations to the legal basis for every answer. Final project for the DataTalksClub LLM Zoomcamp.

RAGLLMQdrantHybrid SearchStreamlit
Greenwash Radar — EU Taxonomy Sustainability-Disclosure Assessment

Greenwash Radar — EU Taxonomy Sustainability-Disclosure Assessment

Assesses whether a corporate sustainability-disclosure excerpt aligns with the EU Taxonomy: a from-scratch PyTorch transformer and a fine-tuned ClimateBERT classifier as a fast pre-filter, backed by a citation-grounded RAG LLM agent that verifies every cited regulation Article against text it actually retrieved. Containerised with production-style monitoring (Prometheus/Grafana). Built for the DataTalksClub LLM Zoomcamp.

RAGLLMTransformersFine-tuningESG
Fraud Detection with Graph Neural Networks

Fraud Detection with Graph Neural Networks

Graph-based fraud-detection system that models financial transactions as an entity-interaction network (users, accounts, devices, merchants) and applies GNNs to detect fraud rings, collusion and anomalous behaviour.

GNNPyTorch GeometricFraud
Sentiment-Enhanced Stock Predictor

Sentiment-Enhanced Stock Predictor

Combines historical stock-market data with news-sentiment analysis to improve price forecasting, integrating financial time-series features with NLP-derived sentiment signals.

NLPTime SeriesFinance

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