/automatic-essay-scoring

A deep learning project to score an essay on a scale of 1 to 10 from the given prompts.

Primary LanguageJupyter Notebook

About The Project

Built With

  • Word Vectorisation.
  • Sequantial DenseNet

The loss value of 1.5290 has been achieved which gives fair results but the model is not generalised to its full potential given the processing constraints.

Model evaluation resulted in average prediction accuracy score of 0.6441.

Dependencies

  • Pandas
  • Matplotlib
  • Seaborne
  • Sklearn
  • Keras
  • Skll
  • nltk