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Explore formal models of learnability in this 1-hour 19-minute lecture that introduces and examines the PAC (Probably Approximately Correct) model of learning. Delve into theoretical frameworks that define what can be learned by machines and under what conditions learning is possible. Gain insights into the fundamental principles that determine learnability in computational systems and understand the mathematical foundations that underpin modern machine learning approaches.
Syllabus
Lecture 11: Computational Learning Theory
Taught by
UofU Data Science