One of the most popular articles of the last years in the Machine Learning community is the Auto-Encoding Variational Bayes, which also includes the so-called reparametrization trick. Intrigued by what was sketched in the article, I decided to work out the details of this reparametrization, covering 2 of the 3 cases described (but I guess the third one can be derived from the first 2).
