Machine Learning, Unsupervised Learning, Mnist, Deep Learning, Towards Data Science.
Perhaps, some of the distributions which represent the compressed space will be Gaussianly distributed and can be captured nicely by a Gaussian Mixture Model. L2 regularization is used on the encoded layer to constrain its weight space. Since it is on this layer that the Gaussian fit will be made,