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Comparison of few deep learning models on 15m interval USD/EUR time series data

Python 1.61% Jupyter Notebook 98.39%
forex-trading forex-prediction keras python deep-learning time-series

forex-prediction's Introduction

Forex Prediction

Testing some models on this kaggle data set

Results

Model Mean Squared Error Mean Absolute error Details
Multilayer-GRU 0.0007788221697455181 0.026117904067719574 Notebook
Bi-directional LSTM 6.159634463135478e-05 0.007467821835500006 Notebook

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forex-prediction's Issues

bi_rnn_weights is not define

While i try run benchmark code, there is error seem bi_rnn_weights is not create from step above.
I try to use model.save_weights & model.load_weights but not working also.
Could you have a look this part?


model.save_weights(filepath) saves the weights of the model as a HDF5 file.
model.load_weights(filepath, by_name=False) loads the weights of the model from a HDF5 file (created by save_weights). By default, the architecture is expected to be unchanged. To load weights into a different architecture (with some layers in common), use by_name=True to load only those layers with the same name.

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