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Deep Learning for Music Classification – Tobias Duin, Soundtrack Your Brand

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At Soundtrack Your Brand we face the challenge of having to build a state-of-the-art music recommendation system, whilst not having much interactive usage data to work with. So what does it mean to build machine-learning models that only have audio to learn from? And what are the characteristics that set music apart from other audio data like speech?

Key Takeaways

  • Music has additional characteristics compared to other audio that can be utilised
  • There is a lot of interesting overlap between the physics of sound and music theory
  • Several layers of embeddings can limit the need for high-quality labeled data

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