Machine Learning and Classification in the Synoptic Survey Era

ML-driven discovery and classification of transients and variable stars in the era of synoptic surveys (PTF to LSST): real/bogus discrimination, probabilistic variable-star catalogs, and automating the discovery loop.

51-slide deck on SlideShare; exact venue/date uncertain (estimated from related 2011-2012 work).