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rnn_signal_modeler's Introduction

Recurrent Neural Network Signal Modeler

A general purpose signal modeler built using the Tensorflow Recurrent Neural Network module.

https://medium.com/towards-artificial-intelligence/signal-modelling-using-recurrent-neural-networks-d832f0c50503

Instructions

  1. Define the signal which you would like to model in data_generator.py on line 25
  2. Set the directory in which to save the generated data in data_generator.py on line 17
  3. Run the data generator (data_generator.py) to generate the signal will be modelled
  4. Set the base directory for the recurrent neural network in rnn_signal_modeller.py on line 30
  5. Set the hyper-parameters of the network in rnn_signal_modeller.py in line 335-339
  6. Run the recurrent neural network (rnn_signal_modeller.py) and wait (execution time depends on the hyper-parameters)
  7. Experiment!

Note: By default rnn_signal_modeller will generate intermediate plots across the iterations in base_directory/plots/

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