Open source mlops

Open-source MLOps refers to completely free, community-driven software frameworks (such as Kubeflow, MLflow, and DVC) engineered to automate the lifecycle of machine learning pipelines. These tools provide infrastructure to track model training runs, orchestrate dataset versioning, and manage API endpoints.