Project archive

Projects

A semester-by-semester record of student projects, running continuously since 2024.

Rystad Energy

LLM-based extraction from Russian oil-and-gas reports

Built a pipeline that uses LLMs to pull structured information out of Russian oil-and-gas reports and load it into Rystad Energy's database.

Triplan

Hierarchical classification of customer documents

Built a system that sorts incoming customer documents into a multi-level category tree, replacing a manual sorting step.

Two.

Optimal B2B credit-limit policy and LLM-based fraud detection

Two projects run with the same partner: predicting optimal B2B credit-limit policy, and building an LLM-based pipeline for flagging likely-fraudulent transactions.

Gemini

Predicting maintenance needs for water pipelines

Used pipeline asset records and operational time series to predict which parts of a water network are likely to need maintenance, so crews can act before a failure.

Oslo University Hospital

Incidental aneurysm detection on abdominal CT scans

Tested whether a model can flag incidental abdominal aortic aneurysms in CT scans ordered for unrelated reasons. AAA cases are rare, scan protocols vary, and the aorta is a small part of each volume.