Deep Neural Networks for YouTube Recommendations


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Deep Neural Networks for YouTube Recommendations

| created by janarez | Add resource "Deep Neural Networks for YouTube Recommendations"
Title
Deep Neural Networks for YouTube Recommendations
Type
Paper
Created
2016-09-07
Description
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.
Link
https://storage.googleapis.com/pub-tools-public-publication-data/pdf/45530.pdf
Identifier
ISBN: 9781450340359

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