Implement oversampling/undersampling for the input dataset
- Derive oversampling/undersampling functions from existing libaries
 - Implement automated data preprocessing for InputData as a part of Fedot API
 - Run experiments to prove the efficiency of oversampling/undersampling for the composite models.