Deep Neural Networks for YouTube Recommendations
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Deep Neural Networks for YouTube Recommendations
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- 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
authors
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topics
relates to Recommender system
resources
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