imperfect knowledge

The Next AI Milestone: Bridging the Semantic Gap – Intuition Machine – Medium


John Launchbury of DARPA has an excellent video that I recommend everyone watch ( viewing just the slides will give one a wrong impression of the content). Statistical Learning -- Where programmers create statistical models for specific problem domains and train them on big data. Contextual Adaptation -- Where systems construct contextual explanatory models for classes of real world phenomena. It's a bit of a simplified presentation because it lumps all of machine learning, Bayesian methods and Deep Learning into a single category. There are many more approaches to AI that don't fit within DARPA's 3 waves.