The recent surge in research aimed at enhancing battery health management systems through deep learning techniques is a testament to the field's dynamism and innovation. Notably, the development of an open-source tool for probabilistic battery aging prediction underscores the pivotal role of benchmark datasets and the foundational work of researchers like Naumann in propelling this domain forward.