27-th place solution for Feedback Prize - English Language Learning
Most of the notebooks use kaggle-toolbox library under the hood.
The key idea of the solution is to use single target models instead of the multi-target one. While generally fitting a multi-target model is a good idea, experiments clearly show that the single-target ones perform significatly better. Possible explanation is a high correlation between the targets combined with a huge difference in the task complexity.