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
This commit is contained in:
Andrew Ferlitsch
2022-10-05 16:24:10 -07:00
committed by GitHub
parent 6778a2cfbf
commit 2c9c8db15c
3 changed files with 29 additions and 2 deletions
@@ -0,0 +1,25 @@
[Using Vertex AI Feature Store with pandas DataFrame](official/feature_store/sdk-feature-store-pandas.ipynb)
Learn how to use `Vertex AI Feature Store` with pandas DataFrame.
The steps performed include:
- Ingest Feature values from Pandas DataFrame into Feature Store's Entity types.
- Read Entity Feature values from Online Feature Store into Pandas DataFrame.
- Batch serve Feature values from your Feature Store into Pandas DataFrame.
- Online serving with updated feature values.
- Point-in-time correctness to fetch feature values for training.
[Online and Batch predictions using Vertex AI Feature Store](official/feature_store/sdk-feature-store.ipynb)
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.
The steps performed include:
- Create featurestore, entity type, and feature resources.
- Import feature data into `Vertex AI Feature Store` resource.
- Serve online prediction requests using the imported features.
- Access imported features in offline jobs, such as training jobs.
@@ -29,6 +29,8 @@
"id": "JAPoU8Sm5E6e"
},
"source": [
"# Using Vertex AI Feature Store with pandas DataFrame\n",
"\n",
"<table align=\"left\">\n",
" <td>\n",
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/feature_store/sdk-feature-store-pandas.ipynb\">\n",
@@ -44,7 +46,7 @@
" </a>\n",
" </td>\n",
" <td>\n",
" <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",
" <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",
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
" Open in Vertex AI Workbench\n",
" </a>\n",
@@ -44,7 +44,7 @@
" </a>\n",
" </td>\n",
" <td>\n",
" <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",
" <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",
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
" Open in Vertex AI Workbench\n",
" </a> \n",