The repository holds the NLP based experiments towards assigning scores for student summarisations of various topics. - relating to this kaggle competition
My aim was originally to start with ML and feature engineering models before moving on to deep learning based approaches, however due to personal time constraints I only really dedicated time to the former and in the end placed more of a target on optimisation than training the best model.
This led to landing at position 25 (was also at position 3 for a long while but didn't really develop my model quality since hence the drop) in the final submission efficiency benchmark - https://www.kaggle.com/code/ryanholbrook/evaluate-student-summaries-efficiency-lb