PAC Learning

• A learning program is program is probably approximately correct (with probability d and accuracy e) if given any set of training examples drawn from the distribution Pr, the program outputs a hypothesis f such that

• Pr(Error(f)>e) < d

• Key points:

  • Double hedge
  • Same distribution for training & testing

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