update: searchable index

* pin kfp in rapid_prototyping_bqml_automl

* downgrade component version

---------

Co-authored-by: Andrew Ferlitsch <aferlitsch@gmail.com>

notebooks/official/migration/UJ10 Vertex SDK Custom Scikit-Learn with pre-built training container.ipynb

@@ -1577,7 +1577,7 @@
   ],
   "metadata": {
     "colab": {
-      "name": "sdk-custom-scikit-learn-prebuilt-container.ipynb",
+      "name": "UJ10 Vertex SDK Custom Scikit-Learn with pre-built training container.ipynb",
       "toc_visible": true
     },
     "kernelspec": {

notebooks/official/pipelines/rapid_prototyping_bqml_automl.ipynb

@@ -265,7 +265,7 @@
       "source": [
         "# Install Python package dependencies.\n",
         "print(\"Installing libraries\")\n",
-        "! pip3 install {USER_FLAG} --quiet google-cloud-pipeline-components kfp\n",
+        "! pip3 install {USER_FLAG} --quiet 'google-cloud-pipeline-components==1.0.20' 'kfp<2'\n",
         "! pip3 install {USER_FLAG} --quiet --upgrade google-cloud-aiplatform google-cloud-bigquery"
       ]
     },

notebooks/official/workbench/README.md

@@ -81,7 +81,7 @@ The steps performed include:
 
 ```
 
-   Learn more about [Vertex AI Workbench](https://cloud.google.com/vertex-ai/docs/workbench/introduction).
+   Learn more about [Vertex AI Workbench](https://cloud.google.com/vertex-ai/docs/workbench/managed/visualize-data-bigquery).
 
    Learn more about [BigQuery ML](https://cloud.google.com/vertex-ai/docs/beginner/bqml).
 
@@ -127,7 +127,7 @@ The steps performed include:
 
    Learn more about [Vertex AI Workbench](https://cloud.google.com/vertex-ai/docs/workbench/introduction).
 
-   Learn more about [BigQuery ML](https://cloud.google.com/vertex-ai/docs/beginner/bqml).
+   Learn more about [BigQuery ML](https://cloud.google.com/vertex-ai/docs/beginner/bqml#machine_learning_directly_in).
 
 
 [Inventory prediction on ecommerce data using Vertex AI](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/workbench/inventory-prediction/inventory_prediction.ipynb)
@@ -194,7 +194,7 @@ The steps performed include:
 
    Learn more about [Vertex AI Workbench](https://cloud.google.com/vertex-ai/docs/workbench/introduction).
 
-   Learn more about [BigQuery ML](https://cloud.google.com/vertex-ai/docs/beginner/bqml).
+   Learn more about [BigQuery ML](https://cloud.google.com/vertex-ai/docs/beginner/bqml#machine_learning_directly_in).
 
 
 [Sentiment Analysis using AutoML Natural Language and Vertex AI](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/workbench/sentiment_analysis/Sentiment_Analysis.ipynb)
@@ -218,7 +218,7 @@ The steps performed are:
 
    Learn more about [Vertex AI Workbench](https://cloud.google.com/vertex-ai/docs/workbench/introduction).
 
-   Learn more about [AutoML Text](https://cloud.google.com/vertex-ai/docs/tutorials/text-classification-automl/training).
+   Learn more about [Sentiment analysis for text data](https://cloud.google.com/vertex-ai/docs/training-overview#sentiment_analysis_for_text).
 
 
 [Digest and analyze data from BigQuery with Dataproc](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/workbench/spark/spark_bigquery.ipynb)