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Generative Model

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Models that learn p(x,y)p(x, y) are called Generative Model because such a model can learn to generate xx.

If we can learn p(x,y)p(x, y), we can recover p(yx)p(y \mid x) from the definition of Conditional Probability.

Generative Model