03 · projects
Things I've built.
Two MSc projects at VU Amsterdam: one ranks hotels, the other spreads tourists out. Each came with real data and a result I can put a number on.
- 01Expedia Hotel Booking AnalyticsReordering hotel search results so the one you book lands on top. 4.96M records, 146 features, top 15% of 110 teams.learning-to-rank
- 4.96Mhotel-option records
- 199,795searches
- 146features from 54 columns
- 0.418private NDCG@5
- 02Tourist Flow OptimisationNudging Amsterdam visitors away from the crowded spots. 1.9M City Card transactions, a context-aware recommender, and a counterfactual simulation to measure the effect.recommendation system
- 1.9MCity Card transactions
- 3,617fewer visits at peak locations
- −0.054Gini change in spatial spread
(for what i'm building right now, see the now page)