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PAC Learning

Introduction Human brain is a dopamine-based prediction machine, and learning can be seen as a process of creating goal-oriented prediction models. Thus, how do we formalize learning in uncertainty, where we cannot be sure our predictions would be useful in an evolving world? Leslie Valiant proposed one of the earliest such mathematical framework: PAC Learning. […]