This talk presents machine learning techniques for archival and real time classification of astronomical transients and variables. These methods were developed as part of collaborations with the Australian Square Kilometre Array Pathfinder's (ASKAP) Variable and Slow Transients (VAST) survey and the Palomar Transient Factory. VAST is an unprecedented wide-field survey that will enable novel...