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Deep Learning for Nature Language Processing --- 第七讲
Overview传统语言模型RNNsRNN 语言模型一些训练时重要的策略和技巧梯度消失和梯度爆炸的问题双向RNNs其他序列问题中的RNNsLanguage Models语言模型计算的是一连串词的概率:P(w1,w2…wT);其中的w1,w2…wT都是词向量。这种语言模型有利于机器翻译,例如:1.词序:p(the cat is small) > p(small the is cat)2.词的选取:p(...
分类:其他好文   时间:2015-07-31 18:24:53    阅读次数:227
Object对象详解(一)之clone
使用clone方法需要注意的地方,以及什么是“shallow copy”,什么是“deep copy”?...
分类:其他好文   时间:2015-07-30 13:39:10    阅读次数:116
Understanding Convolution in Deep Learning
Understanding Convolution in DeepLearningConvolution is probably the most important concept in deep learning right now. It was convolution and convolu...
分类:其他好文   时间:2015-07-29 21:12:46    阅读次数:95
The Brain vs Deep Learning Part I: Computational Complexity — Or Why the Singularity Is Nowhere Near
The Brain vs Deep Learning Part I: Computational Complexity — Or Why the Singularity Is NowhereNearJuly 27, 2015July 27, 2015Tim DettmersDeep Learning...
分类:其他好文   时间:2015-07-29 21:03:31    阅读次数:113
LeetCode138 Copy List with Random Pointer(深度复制带有随机指针的链表) Java题解
题目: A linked list is given such that each node contains an additional random pointer which could point to any node in the list or null. Return a deep copy of the list. 解题: 这题是要复制一个链表,这个链表比...
分类:编程语言   时间:2015-07-28 23:17:43    阅读次数:583
总结:Different Methods for Weight Initialization in Deep Learning
深度学习中不同的权重初始化方法总结。【Gaussian】【Xavier】【MSRA】...
分类:其他好文   时间:2015-07-27 22:58:23    阅读次数:208
深度神经网络DNN的多GPU数据并行框架 及其在语音识别的应用
深度神经网络(Deep Neural Networks, 简称DNN)是近年来机器学习领域中的研究热点,产生了广泛的应用。DNN具有深层结构、数千万参数需要学习,导致训练非常耗时。GPU有强大的计算能力,适合于加速深度神经网络训练。DNN的单机多GPU数据并行框架是腾讯深度学习平台的一部分,腾讯深度...
分类:其他好文   时间:2015-07-27 22:35:15    阅读次数:236
Unsupervised Learning: Use Cases
Unsupervised Learning: Use CasesContentsVisualizationK-Means ClusteringTransfer LearningK-Nearest NeighborsThe features learned by deep neural network...
分类:其他好文   时间:2015-07-27 22:19:05    阅读次数:136
[Tue, 21 Jul 2015 ~ Mon, 27 Jul 2015] Deep Learning in arxiv
全连接层压缩;李飞飞视觉QA系统;双向CNN;双流CNN(RGB+D)...
分类:其他好文   时间:2015-07-27 16:20:36    阅读次数:1098
[leedcode 138] Copy List with Random Pointer
A linked list is given such that each node contains an additional random pointer which could point to any node in the list or null.Return a deep copy ...
分类:其他好文   时间:2015-07-26 20:37:53    阅读次数:106
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