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[Music] [Applause] [Music] hello everyone I'm K shuk and today I'm going to speak uh about realtime personalization with attic at Spotify uh the talk is mostly going to focus uh I'll start off by you know giving you a pre what Spotify is all about I'll give you a brief intruction about monetization product uh at Spotify and then I'll dve de into one of the use cases that we're trying to solve uh using realtime personalization uh to optimize user experience uh you know on our platform so before I begin let me introduce myself briefly uh I've been at Spotify since 201 and I tend to focus uh mostly on data and backend engineering problems uh working with the ization team here and recently I've been focusing a lot on targeting infrastructure and uh the the the ads personalization piece and and you know mainly uh the realtime aspects of it because that's really interesting so since you guys are here I'm assuming

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