Explain how you would construct a deep learning model to generate music.

Instruction: Describe the architecture of the model, the type of neural network you would use, how you would train the model, and how you would evaluate its performance.

Context: The question tests the candidate's knowledge of deep learning and its creative applications, requiring an understanding of specialized neural network architectures.

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I would start by deciding what "generate music" means in the product context. There is a big difference between generating symbolic music like MIDI, generating raw audio, or creating assisted-composition tools for musicians. The representation choice drives the whole system design.

For most practical setups, I would begin with...

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