Design watch-next video recommendations and derive the losses

Design the "watch next" list for a large video platform: while someone watches a video, the system picks and orders the videos to offer next.

This round goes deep on modeling. Beyond the architecture, write out the exact loss function for each model you use and the optimizer's update rules for training it.