Google Music LM personalizes recommendations by analyzing your listening patterns, preferences, and the attributes of the music you enjoy. Using advanced machine learning algorithms, the platform creates a unique profile for each user, which helps it understand your musical taste and suggests songs, albums, and playlists that align with your preferences.