Building your Recurrent Neural Network Step by Step Welcome to Course s first assignment In this assignment, you will implement key components of a Recurrent Neural Network in numpy. Recurrent Neural ...
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Building your Recurrent Neural Network - Step by Step Welcome to Course 5's first assignment! In this assignment, you will implement your first ...
Building your Deep Neural Network: Step by Step Welcome to your third programming exercise of the deep learning specialization. You ...
Andrew Ng deeplearning courese-4:Convolutional Neural Network Convolutional Neural Networks: Step by Step Convolutional Neural Networks ...
下面的RNN，LSTM，GRU模型图来自这里 简单的综述 1. RNN 图1.1 标准RNN模型的结构 2. BiRNN 3. LSTM 图3.1 LSTM模型的结构 ...
0.背景 对于如机器翻译、语言模型、观点挖掘、问答系统等都依赖于RNN模型，而序列的前后依赖导致RNN并行化较为困难，所以其计算速度远没有CNN那么快。即使不管训练的耗时程度，部署时候只要模型稍 ...
0.引言 我们发现传统的（如前向网络等）非循环的NN都是假设样本之间无依赖关系（至少时间和顺序上是无依赖关系），而许多学习任务却都涉及到处理序列数据，如image captioning，spee ...
Set up paths Naturally all of the paths below are configurable, this is just what I used. ...
0.背景 RNN模型，特别是包含着门控制的如LSTM等模型，近年来成了深度学习解决序列任务的标准结构。RNN层不但可以解决变长输入的问题，还能通过多层堆叠来增加网络的深度，提升表征能力和提升准确 ...
