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Larry Franks
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articles/machine-learning/batch-inference/how-to-use-batch-endpoint.md

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ms.date: 05/24/2022
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ms.date: 11/04/2022
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ms.custom: how-to, devplatv2, event-tier1-build-2022, ignite-2022
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#Customer intent: As an ML engineer or data scientist, I want to create an endpoint to host my models for batch scoring, so that I can use the same endpoint continuously for different large datasets on-demand or on-schedule.
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articles/machine-learning/concept-azure-machine-learning-v2.md

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ms.reviewer: sgilley
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ms.date: 11/04/2022
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#Customer intent: As a data scientist, I want to understand the big picture about how Azure Machine Learning works.
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articles/machine-learning/concept-component.md

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ms.topic: conceptual
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articles/machine-learning/concept-data.md

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ms.custom: devx-track-python, data4ml, event-tier1-build-2022
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#Customer intent: As an experienced Python developer, I need to securely access my data in my Azure storage solutions and use it to accomplish my machine learning tasks.
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articles/machine-learning/concept-mlflow-models.md

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ms.custom: devx-track-python, cliv2, sdkv2
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articles/machine-learning/concept-prebuilt-docker-images-inference.md

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ms.custom: deploy, docker, prebuilt

articles/machine-learning/concept-sourcing-human-data.md

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# What is "human data" and why is it important to source responsibly?

articles/machine-learning/concept-v2.md

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ms.custom: cliv2, sdkv2, event-tier1-build-2022, ignite-2022
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#Customer intent: As a data scientist, I want to know whether to use v1 or v2 of CLI, SDK.
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articles/machine-learning/how-to-authenticate-online-endpoint.md

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ms.topic: how-to
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articles/machine-learning/how-to-autoscale-endpoints.md

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# Autoscale an online endpoint
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