门控循环单元(GatedRecurrent Units,GRU). 循环神经网络(Recurrent NeuralNetworks)解决了这个问题。 Recurrent neural networks address this issue.Recurrent 是北美最大的太阳能项目开发商之一。Recurrent Energy is one of North America's largest solar project developers. 夏普在2010年斥资3.05亿美元收购了Recurrent Energy。 Sharp paid $305 million in cash in 2010 to acquire Recurrent Energy. 训练Recurrent NeuralNetworks的问题? On the difficulty of training recurrent neural networks.
许多人正在研究所谓的“周期神经网络”(recurrent neuralnets)。 A lot of people are working on what's called“recurrent neural nets.”. RNN的神奇之处(TheUnreasonableEffectivenessofRecurrent NeuralNetworks). The unreasonable effectiveness of recurrent neural networks…. 对于输入序列使用一个多层的GRU(gatedrecurrent unit). Applies a multi-layer gated recurrent unit(GRU) RNN to an input sequence. Recurrent NeuralNetworks(RNNs)是一类比较流行的模型,并且在很多NLP任务中有着不错的效果。Recurrent Neural Networks(RNNs) are popular models that have shown great promise in many NLP tasks. 一些脑区是高度recurrent 的,可能使它们被预定为短期记忆存储(Wang,2012)。 Some brain areas are highly recurrent , perhaps making them predestined for short-term memory storage(Wang, 2012). 作为本教程的一部分,我们将会实现一个基于RNN的语言模型(recurrent neuralnetworkbasedlanguagemodel)。 As part of the tutorial we will implement a recurrent neural network based language model. Recurrent 总监道森表示,公司已经重新配置项目,以避开当地最敏感的生物栖息地。Dawson, Recurrent 's direct of permitting, said the company has reconfigured the project to avoid the most sensitive habitat. 除此之外,我也会论及神经图灵机以及StackAugmentedRecurrent NeuralNetworks。 In addition, I will also talk about Neural Turing Machines, and Stack Augmented Recurrent Neural Networks. Recurrent 总监道森表示,公司已经重新配置项目,以避开当地最敏感的生物栖息地。Dawson, Recurrent 's director of permitting, said the company has reconfigured the project to avoid the most sensitive habitat. 我们很高兴能继续和合作伙伴KKR、Recurrent Energy在这些先进的太阳能设施上达成投资。 We're proud to continue our partnership with KKR and Recurrent Energy by investing in these fantastic solar facilities. Recurrent 能源公司是一家领先的公用事业规模的太阳能项目开发商,为大型能源买家提供有竞争力的清洁电力。Recurrent Energy is a leading solar project developer, providing clean electricity to utilities and large energy buyers. 另一个变化更大一些的LSTM变种叫做GatedRecurrent Unit,或者GRU,由Cho,etal.(2014)提出。 A slightly more dramatic variation on the LSTM is the Gated Recurrent Unit, or GRU, introduced by Cho, et al.(2014). Recurrent 能源公司是一家领先的公用事业规模的太阳能项目开发商,为大型能源买家提供有竞争力的清洁电力。Recurrent Energy is a leading utility-scale solar project developer, delivering competitive, clean electricity to large energy buyers. 稍微好点的(dramatic)LSTM变体是GatedRecurrent Unit,简称GRU,由Cho,etal.(2014)提出。 A slightly more dramatic variation on the LSTM is the Gated Recurrent Unit, or GRU, introduced by Cho, et al.(2014). LSTM的一个稍微更戏剧性的变化是由CHO等人引入的GateRecurrent Unit(简称“GRU”)Cho,etal.(2014)。 A slightly more dramatic variation on the LSTM is the Gated Recurrent Unit, or GRU, introduced by Cho, et al.(2014). 这三座电站均由Recurrent Energy开发完成,于2016年投入商业运营并签署了长期购电协议。 All five solar assets, developed by Recurrent Energy, reached commercial operation in 2016 with long-term power purchase agreements in place. Chainer支持各种网络架构,包括Feed-forwardNets、Convnets、Recurrent Nets和RecursiveNets。 Chainer supports various network architectures including feed-forward nets, convnets, recurrent nets and recursive nets. 这三座电站均由Recurrent Energy开发完成,于2016年投入商业运营并签署了长期购电协议。 Recurrent Energy developed the three projects, all of which reached commercial operation in 2016 and have long-term power purchase agreements. 此前已经有一些很棒的深度学习论文的榜单了,比如说DeepVision和AwesomeRecurrent NeuralNetworks。 Before this list, there exist other awesome deep learning lists, for example, Deep Vision and Awesome Recurrent Neural Networks. 这些研究人员着重关注复发性晚期上皮性卵巢癌患者(recurrent advancedepithelialovariancancer),这些患者的五年生存率大约为17%。 The researchers focused on patients with recurrent advanced epithelial ovarian cancer, which has a five-year survival rate of around 17 percent. RNNs有时表示递归神经网络(recursiveneuralnetworks),但大多时候,它们指的是循环神经网络(recurrent neuralnetworks)。 RNNs sometimes refer to recursive neural networks, but most of the time they refer to recurrent neural networks. 最近的一项研究发表在《自然通讯》杂志上,专门研究了与反复尿路感染(recurrent urinarytractsinfections,UTIs)相关的细菌种类。 Our study, published in Nature Communications, looked specifically at bacterial species associated with recurrent urinary tract infections(UTIs). 关于RNNs在这些方面取得的惊人成功,大家可以看AndrejKarpathy的博客:TheUnreasonableEffectivenessofRecurrent NeuralNetworks. For a much more complete overview of RNNs, I refer you to Andrej Karpathy's blog post"The Unreasonable Effectiveness of Recurrent Neural Networks".
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结果: 28 ,
时间: 0.1957
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