Bringing Machine Learning models into production without effort at Dailymotion

How we manage to schedule Machine Learning pipelines seamlessly with Airflow and Kubernetes using KubernetesPodOperator

Quach Eric
Nov 21, 2019 · 7 min read
A journey to build Machine Learning pipelines with Airflow and Kubernetes

The complex life cycle of a machine learning model

Life cycle of a machine learning model

Our first tries in scheduling ML pipelines

Job scheduling workflow using DockerOperator

Where Airflow and Kubernetes make the difference

Job scheduling workflow using KubernetesPodOperator

Node pools creation

GKE node pool creation example command

KubernetesPodOperator usage

KubernetesPodOperator usage example

Next steps


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