This diagram illustrates the workflow of a machine learning model lifecycle within a service-oriented architecture. It starts with the Retrain Service that initiates the retraining process if the dataset size increases significantly. The Data Cleaner Service preprocesses the data to ensure quality inputs for the model build process. The Model Build Service evaluates the performance of these models and determines whether the model's performance has improved, warranting a replacement of the existing model. Click to learn more details and try to use EdrawMax to create diagrams for your academic and professional work.