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'Variational AutoEncoder' in Generative AI is ____?

24. 'Variational AutoEncoder' in Generative AI is ____?

1. Visual data modeler
2. Data compression autoencoder
3. A generative model which uses probabilistic encoding
4. None of the above

Answer

The correct answer is: C) A generative model which uses probabilistic encoding

Explanation

Variational AutoEncoder is a type of generative model that applies a probabilistic twist to the encoding process. Instead of producing a single latent code, a variational autoencoder learns a probability distribution over multiple possible latent codes. This approach permits VAE to generate new data samples by sampling from this distribution and then decoding the sampled latent code.