> For the complete documentation index, see [llms.txt](https://playbooks.equalexperts.com/mlops-playbook/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://playbooks.equalexperts.com/mlops-playbook/practices.md).

# Practices

- [Collect performance data](https://playbooks.equalexperts.com/mlops-playbook/practices/collect-performance-data.md)
- [Ways of deploying your model](https://playbooks.equalexperts.com/mlops-playbook/practices/ways-of-deploying-your-model.md)
- [How often do you deploy a model?](https://playbooks.equalexperts.com/mlops-playbook/practices/how-often-do-you-deploy-a-model.md)
- [Keep a versioned model repository](https://playbooks.equalexperts.com/mlops-playbook/practices/keep-a-versioned-model-repository.md)
- [Measure and proactively evaluate quality of training data](https://playbooks.equalexperts.com/mlops-playbook/practices/measure-and-proactively-evaluate-quality-of-training-data.md)
- [Testing through the ML pipeline](https://playbooks.equalexperts.com/mlops-playbook/practices/testing-through-the-ml-pipeline.md)
- [Business impact is more than just accuracy - understand your baseline](https://playbooks.equalexperts.com/mlops-playbook/practices/business-impact-is-more-than-just-accuracy-understand-your-baseline.md)
- [Regularly monitor your model in production](https://playbooks.equalexperts.com/mlops-playbook/practices/regularly-monitor-your-model-in-production.md)
- [Monitor data quality](https://playbooks.equalexperts.com/mlops-playbook/practices/monitor-data-quality.md)
- [Automate the model lifecycle](https://playbooks.equalexperts.com/mlops-playbook/practices/automate-the-model-lifecycle.md)
- [Create a walking skeleton/steel thread](https://playbooks.equalexperts.com/mlops-playbook/practices/create-a-walking-skeleton-steel-thread.md)
- [Appropriately optimise models for inference](https://playbooks.equalexperts.com/mlops-playbook/practices/appropriately-optimise-models-for-inference.md)