As part of this presentation, we will tell you what components are in our ML- and ML-ecosystems and what benefits they each bring. We will also draw parallels as to how Microsoft Azure MLOps helps to implement innovations. How the solution automates and speeds up the machine learning cycle in a harsh environment, and increases the pace of model development and development through monitoring, validation, and management systems.