Parcollet Titouan / Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition

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  Quaternion-Valued Convolutional Neural Networks for End-to-End Automatic Speech Recognition
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  =====================
  
  This repository contains code which reproduces experiments presented in
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  the paper [link incoming]
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  Requirements
  ------------
  
  Install requirements for experiments with pip:
  ```
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  pip install numpy tensorflow-gpu keras theano
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  ```
  Depending on your Python installation you might want to use anaconda or other tools.
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  You can also go to the 'Installation' Section and execute the command for an automatic installation.
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  Installation
  ------------
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  Install all the needed dependencies.
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  ```
  python setup.py install
  ```
  
  Experiments
  -----------
  
  1. Get help:
  
      ```
      python scripts/run.py train --help
      ```
  
  2. Run models:
  
      ```
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      python scripts/run.py train --model {real,quaternion} --sf STARTFILTER --nl NUMBEROFLAYERS
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      ```
  
      Other arguments may be added as well; Refer to run.py train --help for
      
        - Optimizer settings
        - Dropout rate
        - Clipping
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  	  - Saving prefix
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        - ...
  
  Citation
  --------
  
  Please cite our work as 
  
  ```
  
  ```