Spotify's Song Recommendation System
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A Spotify's Song Recommendation System is an real-world song recommender system that is a Spotify recommender system.
- Context:
- …
- Counter-Example(s):
- See: Content Recommendation System, Item Recommendation System.
References
2017
- https://hackernoon.com/spotifys-discover-weekly-how-machine-learning-finds-your-new-music-19a41ab76efe
- QUOTE: Spotify actually doesn’t use a single revolutionary recommendation model — instead, they mix together some of the best strategies used by other services to create their own uniquely powerful Discovery engine.
To create Discover Weekly, there are three main types of recommendation models that Spotify employs:
- Collaborative Filtering models (i.e. the ones that Last.fm originally used), which work by analyzing your behavior and others’ behavior.
- Natural Language Processing (NLP) models, which work by analyzing text.
- Audio models, which work by analyzing the raw audio tracks themselves.
- QUOTE: Spotify actually doesn’t use a single revolutionary recommendation model — instead, they mix together some of the best strategies used by other services to create their own uniquely powerful Discovery engine.