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Project on Automatic Speech Recogition for course Deep Learning Speech Processing

Jupyter Notebook 98.84% Python 1.16%
tensorflow2 librispeech-dataset tensorflow speech-recognition jupyter-notebook deep-learning

speechtotext's People

Contributors

chaitz333 avatar rushabhdharia avatar

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speechtotext's Issues

To Do

  1. In Data Generator add input_length and label_length to input (X)
  2. In class ASR model move ctc batch cost to init method to remove error
  3. If everything works perfectly try different approaches (add attention)

To Do 12/12

  1. solve Cudnn GRU issue (can use GRU cells to stop Cudnn script)
  2. Add attention model
  3. Add model checkpoint/save/load
  4. Explain the code in Speech2Text.ipynb

To Do 12/15

  1. Add Predict Function
  2. Check input/label length and ctc_decode issue
  3. Save plot on cloud instead of show

To Do 12/13

  1. Improve Model
  2. Add Predict function
  3. Save Predictions to File
  4. Add plots
  5. Add comments and improve README

To Do 12/11

  1. Add Validation and test
  2. Explain the code in Speech2Text.ipynb
  3. Check why cost is not minimizing

To Do New 12/15

High Priority

  1. Make Data Loader efficient (reduce batch size - maybe)

Low Priority

  1. Predict function - accepts a wav file and predicts something
  2. Saving plots on speech2text.py

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