Explore the evolving role of logic in AI through this 57-minute lecture celebrating World Logic Day. Delve into how logic has transformed from a tool for representing categorical beliefs to a calculus of events, revolutionizing probabilistic reasoning, machine learning, and explainable AI. Discover fundamental insights, techniques, and tools that have emerged from this broader application of logic, illustrated with concrete examples of state-of-the-art AI systems. Learn about the ubiquity of events, their basics, and their application in various AI domains. Gain valuable pointers and final messages from UCLA's Adnan Darwiche, offering a comprehensive overview of logic's modern roles in artificial intelligence.
Beyond Truth and Falsehood - Logic as a Calculus of Events in AI
UCLA Automated Reasoning Group via YouTube
Overview
Syllabus
events are everywhere
basics of events
probabilistic reasoning
machine learning
explainable AI
the calculus of events
pointers
final messages
Taught by
UCLA Automated Reasoning Group