Online machine learning can change the way you think about data science in production — Motivation Deploying machine learning models into a production environment is a difficult task. Currently, the common practice is to have an offline phase where the model is trained on a dataset. The model is afterwards deployed online to make predictions on new data. Therefore, the model is treated as a static…