Something done once rather than continuously. The terms static and offline are synonyms. The following are common uses of static and offline in machine learning: - static model (or offline model) is a model trained once and then used for a while. - static training (or offline training) is the process of training a static model. - static inference (or offline inference) is a process in which a model generates a batch of predictions at a time. Contrast with dynamic.