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articles/machine-learning/tutorial-pipeline-python-sdk.md

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@@ -108,7 +108,7 @@ ml_client = MLClient(
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)
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```
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**Reference links:**
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**SDK Reference:**
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- [MLClient](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.mlclient)
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- [DefaultAzureCredential](https://learn.microsoft.com/python/api/azure-identity/azure.identity.defaultazurecredential)
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@@ -125,7 +125,7 @@ ws = ml_client.workspaces.get(WS_NAME)
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print(ws.location, ":", ws.resource_group)
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```
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**Reference links:**
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**SDK Reference:**
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- [WorkspaceOperations.get](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.operations.workspaceoperations#azure-ai-ml-operations-workspaceoperations-get)
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## Access the registered data asset
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print(f"Data asset URI: {credit_data.path}")
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```
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**Reference links:**
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**SDK Reference:**
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- [DataOperations.get](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.operations.dataoperations#azure-ai-ml-operations-dataoperations-get)
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## Create a job environment for pipeline steps
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```
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**Reference links:**
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**SDK Reference:**
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- [Environment](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.entities.environment)
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- [EnvironmentOperations.create_or_update](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.operations.environmentoperations#azure-ai-ml-operations-environmentoperations-create-or-update)
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@@ -332,7 +332,7 @@ data_prep_component = command(
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```
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**Reference links:**
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**SDK Reference:**
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- [command](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml#azure-ai-ml-command)
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- [Input](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.input)
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- [Output](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.output)
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```
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**Reference links:**
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**SDK Reference:**
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- [MLClient.create_or_update](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.mlclient#azure-ai-ml-mlclient-create-or-update)
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### Create component 2: training (using yaml definition)
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```
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**Reference links:**
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**SDK Reference:**
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- [load_component](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml#azure-ai-ml-load-component)
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- [MLClient.create_or_update](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.mlclient#azure-ai-ml-mlclient-create-or-update)
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@@ -583,7 +583,7 @@ def credit_defaults_pipeline(
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}
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```
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**Reference links:**
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**SDK Reference:**
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- [dsl.pipeline](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.dsl#azure-ai-ml-dsl-pipeline)
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- [Input](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.input)
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- [Output](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.output)
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```
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**Reference links:**
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**SDK Reference:**
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- [Input](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.input)
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## Submit the job
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ml_client.jobs.stream(pipeline_job.name)
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```
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**Reference links:**
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**SDK Reference:**
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- [JobOperations.create_or_update](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.operations.joboperations#azure-ai-ml-operations-joboperations-create-or-update)
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- [JobOperations.stream](https://learn.microsoft.com/python/api/azure-ai-ml/azure.ai.ml.operations.joboperations#azure-ai-ml-operations-joboperations-stream)
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