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Merge pull request #104825 from ethanknights/K8s-ML
Fix typo/grammar in K8s ML article
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articles/machine-learning/how-to-attach-kubernetes-anywhere.md

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@@ -73,7 +73,7 @@ Train model in cloud, deploy model on-premises | Cloud | Make use of cloud compu
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## KubernetesCompute and legacy AksCompute
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With AzureML CLI/Python SDK v1, you can deploy models on AKS using AksCompute target. Both KubernetesCompute target and AksCompute target support AKS integration, however they support it differently. Following table shows key differences.
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With AzureML CLI/Python SDK v1, you can deploy models on AKS using AksCompute target. Both KubernetesCompute target and AksCompute target support AKS integration, however they support it differently. The following table shows their key differences:
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|Capabilities |AKS integration with AksCompute (legacy) |AKS integration with KubernetesCompute|
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|--|--|--|
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|Batch inference | No | Yes |
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|Real-time inference new features | No new features development | Active roadmap |
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With these key differences and overall AzureML evolves to use SDK/CLI v2, AzureML recommends you to use Kubernetes compute target to deploy models if you decide to use AKS for model deployment.
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With these key differences and overall AzureML evolution to use SDK/CLI v2, AzureML recommends you to use Kubernetes compute target to deploy models if you decide to use AKS for model deployment.
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## Next steps
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* Explore model deployment with online endpoint samples with CLI v2 - [https://github.com/Azure/azureml-examples/tree/main/cli/endpoints/online/kubernetes](https://github.com/Azure/azureml-examples/tree/main/cli/endpoints/online/kubernetes)
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* Explore batch endpoint samples with CLI v2 - [https://github.com/Azure/azureml-examples/tree/main/cli/endpoints/batch](https://github.com/Azure/azureml-examples/tree/main/cli/endpoints/batch)
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* Explore training job samples with SDK v2 -[https://github.com/Azure/azureml-examples/tree/main/sdk/python/jobs](https://github.com/Azure/azureml-examples/tree/main/sdk/python/jobs)
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* Explore model deployment with online endpoint samples with SDK v2 -[https://github.com/Azure/azureml-examples/tree/main/sdk/python/endpoints/online/kubernetes](https://github.com/Azure/azureml-examples/tree/main/sdk/python/endpoints/online/kubernetes)
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* Explore model deployment with online endpoint samples with SDK v2 -[https://github.com/Azure/azureml-examples/tree/main/sdk/python/endpoints/online/kubernetes](https://github.com/Azure/azureml-examples/tree/main/sdk/python/endpoints/online/kubernetes)

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