Mr
Stuart Russell
(University of California, Berkeley, CA, USA)
01/07/2021, 17:15
Backbone elements
Invited talk
For most of its history, AI focused on knowledge-based systems -- that is, systems that know things and can reason with that knowledge. In the preceding decade, knowledge was replaced by data and reasoning disappeared. Unfortunately, the absence of knowledge means that modern AI systems based on deep learning require vast amounts of training data and generalize very poorly. In contrast,...