Alex Smola: Automatic Machine Learning with AutoGluon - Algorithms, Domains, Applications скачать в хорошем качестве

Alex Smola: Automatic Machine Learning with AutoGluon - Algorithms, Domains, Applications

Keynote 1: Automatic Machine Learning with AutoGluon - Algorithms, Domains, Applications by Alex Smola, VP and Distinguished Scientist at Amazon Web Services AutoML is the ultimate challenge for machine learning algorithms. After all, design choices need to be automatic and tools need to work reliably all the time, within a given budget for computation and time. This poses exciting and (many unsolved) problems both in terms of model selection, calibration, optimization, adaptive design of priors, and data detection. In this talk I give an overview of the associated scientific problems and the current state of the art in terms of what goes into AutoGluon.