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Paper Reading:Deep Neural Networks for YouTube Recommendations

论文:Deep Neural Networks for YouTube Recommendations 发表时间:2016 发表作者:(Google)Paul Covington, Jay Adams, Emre Sargin 发表刊物/会议:RecSys 论文链接:论文链接 这篇论文是google的YouTube团队在推荐系统上DNN方面的尝试,发表在16年9 月的RecSys会议.本文就focus在YouTube视频推荐的DNN算法,文中不但详细介绍了Youtube推荐算法和架构细节,还给了…

用深度学习（DNN）构建推荐系统 - Deep Neural Networks for YouTube Recommendations论文精读

虽然国内必须FQ才能登录YouTube,但想必大家都知道这个网站.基本上算是世界范围内视频领域的最大的网站了,坐拥10亿量级的用户,网站内的视频推荐自然是一个非常重要的功能.本文就focus在YouTube视频推荐的DNN算法,文中不但详细介绍了Youtube推荐算法和架构细节,还给了不少practical lessons and insights,很值得精读一番.下图便是YouTube APP视频推荐的一个例子. 在推荐系统领域,特别是YouTube的所在视频推荐领域,主要面临三个挑战: 规模…

Paper Reading:Deep Neural Networks for Object Detection

发表时间:2013 发表作者:(Google)Szegedy C, Toshev A, Erhan D 发表刊物/会议:Advances in Neural Information Processing Systems(NIPS) 本文实现了一种利用DNN来做目标检测的方法.当时,CNN等深度学习在识别上面做的还挺好,但是在目标检测上面没有特别突出的结果.本文中作者把目标检测看做一个回归问题,回归目标窗口(BoundingBox)的位置,寻找一张图片当中目标类别和目标出现的位置. 作者在Imag…

Deep Neural Networks for YouTube Recommendations YouTube的经典推荐框架

https://zhuanlan.zhihu.com/p/52169807 王喆大佬的讲解…

On Explainability of Deep Neural Networks

On Explainability of Deep Neural Networks « Learning F# Functional Data Structures and Algorithms is Out!   On Explainability of Deep Neural Networks During a discussion yesterday with software architect extraordinaire David Lazar regarding how every…

为什么深度神经网络难以训练Why are deep neural networks hard to train?

Imagine you're an engineer who has been asked to design a computer from scratch. One day you're working away in your office, designing logical circuits, setting out AND gates, OR gates, and so on, when your boss walks in with bad news. The customer h…

This instability is a fundamental problem for gradient-based learning in deep neural networks. vanishing exploding gradient problem

The unstable gradient problem: The fundamental problem here isn't so much the vanishing gradient problem or the exploding gradient problem. It's that the gradient in early layers is the product of terms from all the later layers. When there are many…

[C4] Andrew Ng - Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

About this Course This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning process being a black box, you will understand what drives performance, and be able to more systematically get good res…

Training Deep Neural Networks

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Classifying plankton with deep neural networks

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