1- Hand grading is time consuming
2- A lot of effort goes behind grading each and every essay
3- Hand grading may not be consistent everytime
4- Grading manually has human errors
An automated system that grades essays after training the scores of hand-graded essays.
Our solution extracts the features and finds the relationship between features and essay sets using an error metric
1- Automated Essay Grading Using Machine Learning: http://cs229.stanford.edu/proj2012/MahanaJohnsApte-AutomatedEssayGradingUsingMachineLearning.pdf
2- Automated Essay Scoring Using Machine Learning: https://nlp.stanford.edu/courses/cs224n/2013/reports/song.pdf
3- https://github.com/NishantSushmakar/Automated-Essay-Grading
4- http://www.kaggle.com/c/asap-aes
5- Cohen’s Kappa Statistic: Definition & Example: https://www.statology.org/cohens-kappa-statistic/
6- Automated Essay Scoring: Kaggle Competition — End to End Project Implementation: https://medium.com/analytics-vidhya/automated-essay-scoring-kaggle-competition-end-to-end-project-implementation-part-1-b75a043903c4