The twentieth workshop in the series of workshops sponsored by IEEE Signal Processing Society will present the most recent and exciting contributions in machine learning for signal processing through keynote talks as well as special and regular single-track sessions. Papers are solicited that cover various aspects of machine learning for signal processing, as outlined in the following.