Youtube recommendation model
15 September 2016
Youtube recommendation model from Google, recommendation model published 2016-09-15. Notable for: highly cited,historical significance,significant use.
Abstract
YouTube represents one of the largest scale and most sophisticated industrial recommendation systems in existence. In this paper, we describe the system at a high level and focus on the dramatic performance improvements brought by deep learning. The paper is split according to the classic two-stage information retrieval dichotomy: first, we detail a deep candidate generation model and then describe a separate deep ranking model. We also provide practical lessons and insights derived from designing, iterating and maintaining a massive recommendation system with enormous user-facing impact.
Sources: Epoch AI. This entry was generated from a dataset and has not been edited by hand.