5. Generative models

5.1 Variable autoencoders

We have seen how deep learning methods can be used to perform dimensionality reduction using auto-encoders by associating with each object x _i in a very high-dimensional space a latent representation h _i = f _θ (x), where f _θ is a neural network, and by optimizing the parameters θ of f _θ and...