Following the idea of QBC and ensemble uncertainty, uncertainty-driven dynamics (UDD) was introduced that would drive the MD simulations in the direction of high ensemble uncertainty, encouraging the dynamics to sample new configurations. The intelligent sampling of the chemical space via UDD helps to eliminate redundancy and sample under-represented chemical data to improve the diversity of the training set.