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
Researched and tested approaches to simplify Triplan's document labelling workflow — extracting text from PDFs and comparing LLM, classical ML, and encoder fine-tuning options.
Two
Optimal B2B credit-limit policy and LLM-based fraud detection
Two parallel tracks with the same partner — a data-driven credit-limit policy and an LLM-based fraud detection agent for real-time B2B payment risk.




