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1. Data Scientist writes/updates the code and push it to git repo. This triggers the Azure DevOps build pipeline (continuous integration).
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2. Once the Azure DevOps build pipeline is triggered, it runs following types of tasks:
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- Run for new code: Every time new code is committed to the repo, the build pipeline performs data sanity tests and unit tests on the new code.
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- One-time run: These tasks runs only for the first time the build pipeline runs. It will programatically create an [Azure ML Service Workspace](https://docs.microsoft.com/en-us/azure/machine-learning/service/concept-azure-machine-learning-architecture#workspace), provision [Azure ML Compute](https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-set-up-training-targets#amlcompute) (used for model training compute), and publish an [Azure ML Pipeline](https://docs.microsoft.com/en-us/azure/machine-learning/service/concept-ml-pipelines). This published Azure ML pipeline is the model training/retraining pipeline.
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> Note: The Publish Azure ML pipeline task currently runs for every code change
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### References
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- [Azure Machine Learning(Azure ML) Service Workspace](https://docs.microsoft.com/en-us/azure/machine-learning/service/overview-what-is-azure-ml)
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- [Azure ML CLI](https://docs.microsoft.com/en-us/azure/machine-learning/service/reference-azure-machine-learning-cli)
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- [Azure ML Samples](https://docs.microsoft.com/en-us/azure/machine-learning/service/samples-notebooks)
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- [Azure ML Python SDK Quickstart](https://docs.microsoft.com/en-us/azure/machine-learning/service/quickstart-create-workspace-with-python)
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- [Azure DevOps](https://docs.microsoft.com/en-us/azure/devops/?view=vsts)
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- [DevOps for AI template (Old Version)](https://azuredevopsdemogenerator.azurewebsites.net/?name=machinelearning)
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# Contributing
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