Fan Sentiment Analysis in the music industry involves using natural language processing and data analysis to gauge the opinions, emotions, and attitudes of music fans. This process helps artists, labels, and marketers understand public perception of music, artists, and related content by analyzing social media, reviews, and other fan-generated data.