Time series is a huge quantity of data related to time sequence in real life and its forecast remains challenging. In this study, we propose deep learning model enhance the precision forecast, called MSRN-Informer (Multi-scale Residual Network Improved Informer) model. This can reduce waste significant resources overfitting caused by increasing depth network traditional improvement methods. A m...