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Copy file name to clipboardExpand all lines: articles/machine-learning/concept-ml-pipelines.md
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title: 'What are ML Pipelines'
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titleSuffix: Azure Machine Learning
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description: In this article, learn the advantages of the machine learning (ML) pipelines you can build with the Azure Machine Learning SDK for Python. Machine learning pipelines are used by data scientists to build, optimize, and manage their machine learning workflows.
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title: 'What are Azure Machine Learning Pipelines'
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description: Learn about how machine learning (ML) pipelines help you build, optimize, and manage machine learning workflows.
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services: machine-learning
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ms.service: machine-learning
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ms.subservice: core
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# What are Azure Machine Learning pipelines?
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Azure Machine Learning pipelines allow you to create workflows in your machine learning projects. These workflows have a number of benefits:
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In this article, you can learn how Azure Machine Learning pipelines help you build, optimize, and manage machine learning workflows. These workflows have a number of benefits:
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+ Simplicity
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+ Speed
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| Data orchestration (Data prep) | Data engineer |[Azure Data Factory pipelines](https://docs.microsoft.com/azure/data-factory/concepts-pipelines-activities)| Apache Airflow | Data -> Data | Strongly-typed movement. Data-centric activities. |
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| Code & app orchestration (CI/CD) | App Developer / Ops |[Azure DevOps Pipelines](https://azure.microsoft.com/services/devops/pipelines/)| Jenkins | Code + Model -> App/Service | Most open and flexible activity support, approval queues, phases with gating |
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## What can Azure ML pipelines do?
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An Azure Machine Learning pipeline is an independently executable workflow of a complete machine learning task. Subtasks are encapsulated as a series of steps within the pipeline. An Azure Machine Learning pipeline can be as simple as one that calls a Python script, so _may_ do just about anything. Pipelines _should_ focus on machine learning tasks such as:
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