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In this article, you learn how to debug and troubleshoot [machine learning pipelines](concept-ml-pipelines.md) in the [Azure Machine Learning SDK](https://docs.microsoft.com/python/api/overview/azure/ml/intro?view=azure-ml-py) and [Azure Machine Learning designer (preview)](https://docs.microsoft.com/azure/machine-learning/concept-designer). Information is provided on how to:
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* Debug using the Azure Machine Learning SDK
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* Debug using the Azure Machine Learning Designer
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* Debug using the Azure Machine Learning designer
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* Debug using Application Insights
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* Debug interactively using Visual Studio Code (VS Code) and the Python Tools for Visual Studio (PTVSD)
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| Library | Type | Example | Destination | Resources |
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