SceneFindrStephanie Stark

Motivation

● Interested in hearing live music, but don’t know where to go?

Demo

recommendations demometro apiartist api

Pipeline

Data Sources

Data Sources

Data Sources

Data Sources

Data Sources

Pipeline

ETL

Artists

Events

Feature Extraction

K-Means Clustering

Recommendations

Database

Pipeline

Lessons Learned (the hard way!)

● Scala● Parallelized ML algorithms

About Me

B.A., Mount Holyoke CollegeMajor: MathematicsMinor: Computer Science

Education

Interests ReadingArt HistoryHiking

Stephanie Stark

Future Work

Implement TF/IDF compatibility for projectUse PCAImplement cosine similarity for feature clusteringCluster within metro areaUse Redis as a cache for feature vectors

Scaling

500GB of artist data500GB of event data