Jim Dowling

Conf42: Python 2023

The machine learning pipeline is a myth - build production ML systems with feature/training/inference pipelines

Developers often erroneously talk about ML pipelines. But real-world ML systems have many moving components, not a single monolithic ML pipeline. In this talk, we show how to build ML systems as a composition of feature pipelines, training pipelines, and inference pipelines with a shared data layer.