# Principles

- [Solid data foundations](https://playbooks.equalexperts.com/mlops-playbook/principles/solid-data-foundations.md)
- [Provide an environment that allows data scientists to create and test models](https://playbooks.equalexperts.com/mlops-playbook/principles/provide-an-environment-that-allows-data-scientists-to-create-and-test-models.md)
- [A machine learning  service is  a product](https://playbooks.equalexperts.com/mlops-playbook/principles/a-machine-learning-service-is-a-product.md)
- [Apply continuous delivery](https://playbooks.equalexperts.com/mlops-playbook/principles/apply-continuous-delivery.md)
- [Evaluate and monitor  algorithms throughout their lifecycle](https://playbooks.equalexperts.com/mlops-playbook/principles/evaluate-and-monitor-algorithms-throughout-their-lifecycle.md)
- [MLOps is a team effort](https://playbooks.equalexperts.com/mlops-playbook/principles/mlops-is-a-team-effort.md)


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