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Rasa NLU to query App Store Top Charts

Related blog post with more in depth write up of the process used in this repo.

Output

The above image is a screen cap from a limited Plotly Dash app created to interact with the bot. The app code is in dash_demo_app.py.

The file live_test_rasa.py, allows a similar experience from the command line instead of via Dash in browser.

Input Data:

Training process:

  • Generated domain specific training data with gen_training_data.py and generic_rasa_train_data.json

    • Parameterized phrases were created to fill in the blanks with randomly chosen entities
      • eg: 'show me the {ordrank} most popular {chart} app'
    • Created N variations of the parameterized phrases and added them to the generic training data
    • output saved to data/app_train_data.json
  • Train the rasa model

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