CORRECTION In the video, the input and output layer of RNN should be the features not the data points (see the attached slides).
See also the following links:
▎ENGLISH
A decomposition of the outlier detection problem into a set of supervised learning problems ▸ https://link.springer.com/article/10.1007/s10994-015-5507-y