MLOps Tutorial

Machine Learning Operations (MLOps) is a multi-disciplinary field that combines machine learning and software development lifecycle. It is an overlap between machine learning and IT operations. MLOps observes the performance of machine learning models in production environments, detects the issues, and makes changes as needed. It requires a combination of skillsets such as Programming, Machine learning, Workflow management, Version control, CI/CD pipelines, Docker, Kubernetes, and cloud platforms.

The main objective of MLOps is to provide an end-to-end automated solution that includes data collection…