Map of downtown Vancouver with a photo walk and nearby places

Other project 5 of 7

Vancouver Amenity Recommender

CMPT 353

Type what you like, such as coffee or sushi, and it maps the closest Vancouver places that match. It can also read the GPS data in your photos and show what you walked past.

My role
Matching and maps
Team
3 people
When
Spring 2025

Hardest problem

Matching what people type to OpenStreetMap tags. Plain text matching missed obvious hits, like "sushi" against a place tagged as a Japanese restaurant, so we compared sentence embeddings instead, then kept only places within the distance you set.

Map of places that match the typed preferences
PREFERENCE MAP
Map of a photo walk with nearby amenities
PHOTO WALK

Python · Sentence Transformers · PyTorch · pandas · Folium

Luis Tanafranca

Open to SWE co-op, 2027

Today

Hey, thanks for stopping by.

I'm looking for a software engineering co-op for 2027. Happy to talk about anything on the map.