Stairway to Muskrat Love - If you like Led Zeppelin, you might like Captain & Tennille Paul Lamere Sun Labs Music recommendation is increasingly important in helping people find new music, but current commercial music recommenders make mistakes that no human would make. In this talk we look at some of the problems found in current recommender systems and explore how these problems can be addressed using machine learning techniques.