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feat: add autogen index for official/feature_store (#1103)
* feat: add autogen index * fix: missed the REAME * fix: update autogen index * feat: add autogen index
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@@ -0,0 +1,25 @@
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[Using Vertex AI Feature Store with pandas DataFrame](official/feature_store/sdk-feature-store-pandas.ipynb)
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Learn how to use `Vertex AI Feature Store` with pandas DataFrame.
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The steps performed include:
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- Ingest Feature values from Pandas DataFrame into Feature Store's Entity types.
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- Read Entity Feature values from Online Feature Store into Pandas DataFrame.
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- Batch serve Feature values from your Feature Store into Pandas DataFrame.
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- Online serving with updated feature values.
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- Point-in-time correctness to fetch feature values for training.
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[Online and Batch predictions using Vertex AI Feature Store](official/feature_store/sdk-feature-store.ipynb)
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Learn how to use `Vertex AI Feature Store` to import feature data, and to access the feature data for both online serving and offline tasks, such as training.
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The steps performed include:
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- Create featurestore, entity type, and feature resources.
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- Import feature data into `Vertex AI Feature Store` resource.
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- Serve online prediction requests using the imported features.
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- Access imported features in offline jobs, such as training jobs.
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@@ -29,6 +29,8 @@
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"id": "JAPoU8Sm5E6e"
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},
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"source": [
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"# Using Vertex AI Feature Store with pandas DataFrame\n",
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"\n",
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"<table align=\"left\">\n",
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" <td>\n",
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" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/feature_store/sdk-feature-store-pandas.ipynb\">\n",
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@@ -44,7 +46,7 @@
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" </a>\n",
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" </td>\n",
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" <td>\n",
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" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/feature_store/sdk-feature-store-pandas.ipynb\">\n",
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" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/official/feature_store/sdk-feature-store-pandas.ipynb\">\n",
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" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
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" Open in Vertex AI Workbench\n",
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" </a>\n",
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@@ -44,7 +44,7 @@
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" </a>\n",
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" </td>\n",
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" <td>\n",
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" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/feature_store/sdk-feature-store.ipynb\">\n",
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" <a href=\"https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https://raw.githubusercontent.com/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/official/feature_store/sdk-feature-store.ipynb\">\n",
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" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
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" Open in Vertex AI Workbench\n",
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" </a> \n",
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