Deep Neural Networks for YouTube Recommendations

Code

• github.com/doggydoggy0101/recommendation_network
  none★ 0
• github.com/PaddlePaddle/PaddleRec/tree/release/1.8.5/models/recall/youtube_dnn/
  paddle★ 0

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.

Tasks

Reproductions