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View Code? Open in Web Editor NEWMusic genre classification is the task of automatically categorizing a piece of music into genres, such as rock, pop, etc using machine learning algorithms to analyze the acoustic features of a song, such as its rhythm, melody, harmony, and timbre, and using those features to make predictions about which genres the song belongs to.