An in-depth analysis of the Beatles' 'Now and Then' — the 2023 single completed using ML-based audio source separation (MAL) to isolate John Lennon's voice from a degraded 1977 cassette demo. The piece traces the technical breakthrough developed by Peter Jackson's team for the Get Back documentary, examines the ethical and

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