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Tools to support the grading of short answer questions using machine learning

Project description


Python package to help grade test questions (interactions) using trained machine learning models.

The Answer class can be used to check if an answer is basically identical to the desired answer except for misspellings.

Initial version hard codes a model already trained to recognize actor names from a list of 322.

# Example usage
from mlmmapi import check_answer

correct_answer = 'Joaquim Phoenix'
answer = 'Joakim Pheonix'
correct, prediction, score = check_answer(answer, correct_answer)  
if correct:  
    print('Correct Answer')
    print('Prediction: {} - score: {}'.format(prediction, score))  
  • Package Dependencies:
    • fuzzywuzzy
    • python-Levenshtein
    • numpy
    • pandas
    • sklearn
    • xgboost
    • joblib

Build Package:

  1. Setup a virtual environment
    • Insure you have python3.x instaled
    • python3 -m venv env
    • source env/bin/activate
  2. Install all packages listed in the dependencies
    • pip3 install <...>
  3. pip3 install .
  4. Test the code above in the example in python3
  5. Check for the lastest version of the mlmmapi package
    • update the to have the next version number to push to pypi
    • Commit the latest to the repo
  6. Build the package
    • python3 sdist
  7. Upload the package
  8. Install the twine package
    • pip3 install twine
  9. Upload the package
    • twine upload dist/*

Project details

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Files for mlmmapi, version 0.0.7
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