Talking about new users and new movies, we are mostly talking about a cold start problem ( https://en.wikipedia.org/wiki/Cold_start_(computing) ). To not repeat myself here is the link to answer to a similar question after prev. year (2017) version of the course.
Making predictions with collaborative filtering
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