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fix: lowercase hyperparameter tuning within text cells (#2619)
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@@ -29,7 +29,7 @@
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"id": "title:generic,gcp"
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},
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"source": [
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"# Get started with Vertex AI Hyperparameter Tuning pipeline components\n",
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"# Get started with Vertex AI hyperparameter tuning pipeline components\n",
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"\n",
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"<table align=\"left\">\n",
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" <td>\n",
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@@ -63,9 +63,9 @@
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"## Overview\n",
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"\n",
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"\n",
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"This tutorial demonstrates how to use Vertex AI Hyperparameter Tuning pipeline components.\n",
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"This tutorial demonstrates how to use Vertex AI hyperparameter tuning pipeline components.\n",
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"\n",
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"Learn more about [Vertex AI Pipelines](https://cloud.google.com/vertex-ai/docs/pipelines/introduction) and [Vertex AI Hyperparameter Tuning](https://cloud.google.com/vertex-ai/docs/training/hyperparameter-tuning-overview)."
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"Learn more about [Vertex AI Pipelines](https://cloud.google.com/vertex-ai/docs/pipelines/introduction) and [Vertex AI hyperparameter tuning](https://cloud.google.com/vertex-ai/docs/training/hyperparameter-tuning-overview)."
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]
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},
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{
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@@ -76,13 +76,13 @@
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"source": [
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"### Objective\n",
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"\n",
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"In this tutorial, you learn how to use prebuilt `Google Cloud Pipeline Components` for `Vertex AI Hyperparameter Tuning`.\n",
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"In this tutorial, you learn how to use prebuilt `Google Cloud Pipeline Components` for `Vertex AI hyperparameter tuning`.\n",
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"\n",
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"This tutorial uses the following Google Cloud ML services:\n",
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"\n",
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"- `Google Cloud Pipeline Components`\n",
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"- `Vertex AI Dataset, Model and Endpoint` resources\n",
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"- `Vertex AI Hyperparameter Tuning`\n",
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"- `Vertex AI hyperparameter tuning`\n",
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"\n",
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"The steps performed include:\n",
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"\n",
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@@ -1020,7 +1020,6 @@
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" project: str = PROJECT_ID,\n",
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" region: str = REGION,\n",
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"):\n",
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"\n",
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" from google_cloud_pipeline_components.experimental import \\\n",
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" hyperparameter_tuning_job\n",
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" from google_cloud_pipeline_components.types import artifact_types\n",
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