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automated-essay-grader's Issues

List of Todo

  • Properly handle Named Entity Recognition
  • Handle Punctuations
  • Look for suitable Machine Algo to train -PCA, SVM, Artificial Neural Networks, Multiple Linear Regression
  • Split into training and test set and train on all 8 sets of essays and calculate accuracy. Plot graphs. (Kappa Values)
  • Improve Spelling Accuracy
  • Add more features in dataframe
    - No. of Stop Words in Sentence
    - Average length of Sentence in an essay
  • Improve code modularity (if possible, least preference)
  • Normalize wrong spellings, word count (on Scale of 1-100)
  • Optimize code (Time Complexity and Space complexity)
  • If time permits, Use Word2Vec, TextRank to understand sentence Structure. ( Less preference)

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