The 25th MLSP 2015 workshop in the series of workshops organized by the IEEE Signal Processing Society MLSP Technical Committee will take place in Boston USA and present the most recent and exciting advances in machine learning for signal processing through keynote talks, tutorials, as well as special and regular single-track sessions.