Discriminative vs. Generative

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Model Contrasts...

• Discriminative
  • learn the (hard or soft) boundary between classes
  • better performance with lots of example data
  • not designed to use unlabeled data

• Generative
  • model the distribution of individual classes
  • decision boundry: where one model
  • natural use of unlabeled data