MLOps and Model Deployment: Architecting Pipelines to Transition Models from Local Development to Production APIs Using Flask or FastAPIMLOps and Model Deployment: Architecting Pipelines to Transition Models from Local Development to Production APIs Using Flask or FastAPI
Building a machine learning model on a laptop is only the starting point. Real value comes when the model can reliably serve predictions to users, systems, or internal teams—without breaking