Amp is a new live radio app from Amazon. With Amp, you can host your own radio show and play songs from the Amazon Music catalog, or tune in and listen to shows other Amp users are hosting. In an environment where content is plentiful and diverse, it’s important to tailor the user experience to each user’s individual taste, so they can easily find shows they like and discover new content they would enjoy.
Amp uses machine learning (ML) to provide personalized recommendations for live and upcoming Amp shows on the app’s home page. The recommendations are computed using a Random Forest model using features representing the popularity of a show (such as listen and like count), popularity of a creator (such as total number of times the recent shows were played), and personal affinities of a user to a show’s topic and creator. Affinities are computed either implicitly from

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