When a YouTuber is creating a new video, they often search online for background music they can use. Traditionally this is done via search text and genre filters but a complementary interface could be to browse a catalog by providing audio examples. In this presentation, we outline the ongoing journey of developing such a system, including the nitty gritty training of machine learning models on Google Cloud, as well as deploying an embedding serving on top of Kubernetes and Elasticsearch.
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