The model training engine (MTE) is an end-to-end AutoML pipeline specifically designed for drug property prediction, offering fully automated workflows for both molecular classification and regression tasks. The pipeline includes essential steps such as data preprocessing, feature transformation, model fine-tuning, and final model selection, all of which are seamlessly completed without any manual intervention.