Top "Recurrent-neural-network" questions

A recurrent neural network (RNN) is a class of artificial neural network where connections between units form a directed cycle.

Keras - Input a 3 channel image into LSTM

I have read a sequence of images into a numpy array with shape (7338, 225, 1024, 3) where 7338 is the sample size, 225 are the …

python keras lstm recurrent-neural-network
TimeDistributed(Dense) vs Dense in Keras - Same number of parameters

I'm building a model that converts a string to another string using recurrent layers (GRUs). I have tried both a …

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LSTM Followed by Mean Pooling

I'm using Keras 1.0. My problem is identical to this one (How to implement a Mean Pooling layer in Keras), but …

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Multi layer RNN with LSTM in Tensorflow

I have coded a single layer RNN with LSTM in Tensorflow (ver 1.5) by Python (ver 3.6). I would like to add 3 …

python-3.x tensorflow lstm recurrent-neural-network multi-layer
How to use the Embedding Layer for Recurrent Neural Network (RNN) in Keras

I'm rather new to Neural Networks and the Keras Library and I'm wondering how I can use the Embedding Layer …

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Time Series Prediction via Neural Networks

I have been working on Neural Networks for various purposes lately. I have had great success in digit recognition, XOR, …

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Understanding Keras LSTMs: Role of Batch-size and Statefulness

Sources There are several sources out there explaining stateful / stateless LSTMs and the role of batch_size which I've read …

python keras lstm recurrent-neural-network
How to calculate perplexity of RNN in tensorflow

I'm running the word RNN implmentation of tensor flow of Word RNN How to calculate the perplexity of RNN. Following …

python tensorflow lstm recurrent-neural-network
RNN Regularization: Which Component to Regularize?

I am building an RNN for classification (there is a softmax layer after the RNN). There are so many options …

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Bidirectional LSTM with Batch Normalization in Keras

I was wondering how to implement biLSTM with Batch Normalization (BN) in Keras. I know that BN layer should be …

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