Introduction To MLOps

In this article, we'll get introduced to MLOps. We'll learn what MLOps is, the Data Science Lifecycle, the Machine Learning Lifecycle, multiple challenges we face with Machine Learning and then get to understand the importance of MLOps. Finally, we'll make a brief comparison of MLOps to DevOps and learn about various principles of MLOps along with specific benefits and business values of MLOps for businesses and organizations. Machine Learning Operation shortly known as MLOps focuses on empowering data scientists and application developers to help bring ML models to production. The MLOps makes it faster for experimentation and in the development of machine learning models. Moreover, faster deployment of models into production can be made.