Example stacks

Browse example stacks to learn more about how to combine MLOps tools. You get a tutorial with code and step-by-step workflow explanations.

Airflow + MLflow stack
📚 NLP
Code included

This tutorial combines several of the most popular MLOps tools to showcase what your workflow would look like using these tools, from experimentation to production. The experimentation loop uses Jupyter, MLflow, and Git with DVC. The production loop consists of Git with DVC, Airflow, MLflow, BentoML, Prometheus, and Grafana.

Jupyter
Jupyter
Git
Git
DVC
DVC
MLflow
MLflow
Apache Airflow
Apache Airflow
BentoML
BentoML
Prometheus
Prometheus
Grafana
Grafana