This group will give an overview of some problems in gravitational-wave data analysis and how researchers are trying to solve them with machine learning. It will include improving data quality, searches for binary black holes and unmodelled gravitational-wave bursts, and the astrophysics of gravitational wave sources. I do not include every study in these areas but will do my best.