Machine Learning projects do not end with model training. MLOps is a paradigm that aims to deploy, monitor, and maintain machine learning models in production with reliability and efficiency. In this session, we will discuss MLOps and why it is essential. We will go through the new model versioning features available in Vertica. Finally, we’ll look at the new integration with Qwak, and how it complements Vertica’s features.