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Merge pull request #216152 from Blackmist/fix-preview
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articles/machine-learning/how-to-read-write-data-v2.md

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@@ -385,5 +385,5 @@ The following example defines a pipeline containing three nodes and moves data b
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## Next steps
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* [Train models](how-to-train-model.md)
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* [Tutorial: Create production ML pipelines with Python SDK v2 (preview)](tutorial-pipeline-python-sdk.md)
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* [Tutorial: Create production ML pipelines with Python SDK v2](tutorial-pipeline-python-sdk.md)
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* Learn more about [Data in Azure Machine Learning](concept-data.md)

articles/machine-learning/how-to-train-keras.md

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[!INCLUDE [sdk v2](../../includes/machine-learning-sdk-v2.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](v1/how-to-train-keras.md)
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> * [v2 (preview)](how-to-train-keras.md)
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> * [v2 (current version)](how-to-train-keras.md)
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In this article, learn how to run your Keras training scripts using the Azure Machine Learning (AzureML) Python SDK v2.
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articles/machine-learning/how-to-train-pytorch.md

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[!INCLUDE [sdk v2](../../includes/machine-learning-sdk-v2.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](v1/how-to-train-pytorch.md)
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> * [v2 (preview)](how-to-train-pytorch.md)
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> * [v2 (current version)](how-to-train-pytorch.md)
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In this article, you'll learn to train, hyperparameter tune, and deploy a [PyTorch](https://pytorch.org/) model using the Azure Machine Learning (AzureML) Python SDK v2.
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articles/machine-learning/how-to-train-scikit-learn.md

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[!INCLUDE [sdk v2](../../includes/machine-learning-sdk-v2.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](v1/how-to-train-scikit-learn.md)
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> * [v2 (preview)](how-to-train-scikit-learn.md)
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> * [v2 (current version)](how-to-train-scikit-learn.md)
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In this article, learn how to run your scikit-learn training scripts with Azure Machine Learning Python SDK v2.
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articles/machine-learning/how-to-train-tensorflow.md

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[!INCLUDE [sdk v2](../../includes/machine-learning-sdk-v2.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](v1/how-to-train-tensorflow.md)
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> * [v2 (preview)](how-to-train-tensorflow.md)
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> * [v2 (current version)](how-to-train-tensorflow.md)
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In this article, learn how to run your [TensorFlow](https://www.tensorflow.org/overview) training scripts at scale using Azure Machine Learning Python SDK v2.
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articles/machine-learning/migrate-to-v2-execution-pipeline.md

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For more information, see the documentation here:
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* [steps in SDK v1](/python/api/azureml-pipeline-steps/azureml.pipeline.steps?view=azure-ml-py&preserve-view=true)
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* [Create and run machine learning pipelines using components with the Azure Machine Learning SDK v2 (Preview)](how-to-create-component-pipeline-python.md)
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* [Create and run machine learning pipelines using components with the Azure Machine Learning SDK v2](how-to-create-component-pipeline-python.md)
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* [Build a simple ML pipeline for image classification (SDK v1)](https://github.com/Azure/azureml-examples/blob/main/python-sdk/tutorials/using-pipelines/image-classification.ipynb)
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* [OutputDatasetConfig](/python/api/azureml-core/azureml.data.output_dataset_config.outputdatasetconfig?view=azure-ml-py&preserve-view=true)
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* [`mldesigner`](https://pypi.org/project/mldesigner/)

articles/machine-learning/v1/how-to-attach-compute-targets.md

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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](how-to-attach-compute-targets.md)
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> * [v2 (preview)](../how-to-train-model.md)
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> * [v2 (current version)](../how-to-train-model.md)
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Learn how to attach Azure compute resources to your Azure Machine Learning workspace with SDK v1. Then you can use these resources as training and inference [compute targets](../concept-compute-target.md) in your machine learning tasks.
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articles/machine-learning/v1/how-to-train-keras.md

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[!INCLUDE [sdk v1](../../../includes/machine-learning-sdk-v1.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](how-to-train-keras.md)
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> * [v2 (preview)](../how-to-train-keras.md)
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> * [v2 (current version)](../how-to-train-keras.md)
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In this article, learn how to run your Keras training scripts with Azure Machine Learning.
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articles/machine-learning/v1/how-to-train-pytorch.md

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[!INCLUDE [sdk v1](../../../includes/machine-learning-sdk-v1.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](how-to-train-pytorch.md)
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> * [v2 (preview)](../how-to-train-pytorch.md)
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> * [v2 (current version)](../how-to-train-pytorch.md)
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In this article, learn how to run your [PyTorch](https://pytorch.org/) training scripts at enterprise scale using Azure Machine Learning.
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articles/machine-learning/v1/how-to-train-scikit-learn.md

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[!INCLUDE [sdk v1](../../../includes/machine-learning-sdk-v1.md)]
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> [!div class="op_single_selector" title1="Select the Azure Machine Learning SDK version you are using:"]
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> * [v1](how-to-train-scikit-learn.md)
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> * [v2 (preview)](../how-to-train-scikit-learn.md)
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> * [v2 (current version)](../how-to-train-scikit-learn.md)
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In this article, learn how to run your scikit-learn training scripts with Azure Machine Learning.
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