Autoindex official (#1423)

* upgrade: prep for auto docs index

* upgrade: prep for auto docs index

* upgrade: prep work of web index

* upgrade: autoindex, map dirnames to tags

* upgrade: autogen index, folder to tag

* upgrade: autogen index, folder to tag

* upgrade: fine-tune layout for webdoc

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* upgrade: fine-tuning tags and linkbacks

* feat: CL var replacements

* fix: tuning index

* fix: tuning index

* fix: fine tune indexing

* fix: fine tune indexing

* fix: fine tune indexing

* fix: fine tune indexing

* fix: fine tune indexing

* fix: fine tune indexing

* fix: index tuning

* tuning: linkbak for repo index

* tuning: README index

* tuning: README index

* tuning: README index

* tuning: README index

* tuning: README index

* tuning: README index

* tuning: README index

notebooks/official/ml_metadata/README.md

@@ -1,3 +1,4 @@
+
 [Track parameters and metrics for locally trained models](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-locally-trained-models.ipynb)
 
 ```
@@ -10,6 +11,8 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex ML Metadata](https://cloud.google.com/vertex-ai/docs/ml-metadata).
+
 
 [Track parameters and metrics for custom training jobs](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/ml_metadata/sdk-metric-parameter-tracking-for-custom-jobs.ipynb)
 
@@ -22,6 +25,10 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex ML Metadata](https://cloud.google.com/vertex-ai/docs/ml-metadata).
+
+   Learn more about [Vertex AI Training](https://cloud.google.com/vertex-ai/docs/training/custom-training).
+
 
 [Track artifacts and metrics across Vertex AI Pipelines runs using Vertex ML Metadata](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/ml_metadata/vertex-pipelines-ml-metadata.ipynb)
 
@@ -39,3 +46,7 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex ML Metadata](https://cloud.google.com/vertex-ai/docs/ml-metadata).
+
+   Learn more about [Vertex AI Pipelines](https://cloud.google.com/vertex-ai/docs/pipelines/introduction).
+

notebooks/official/model_evaluation/README.md

@@ -1,3 +1,4 @@
+
 [Evaluating batch prediction results from an AutoML Tabular classification model](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_evaluation/automl_tabular_classification_model_evaluation.ipynb)
 
 ```
@@ -14,6 +15,10 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Evaluation](https://cloud.google.com/vertex-ai/docs/evaluation/introduction).
+
+   Learn more about [AutoML Tabular](https://cloud.google.com/vertex-ai/docs/start/automl-users#tables).
+
 
 [Evaluating batch prediction results from AutoML Video classification model](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_evaluation/automl_video_classification_model_evaluation.ipynb)
 
@@ -31,6 +36,10 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Evaluation](https://cloud.google.com/vertex-ai/docs/evaluation/introduction).
+
+   Learn more about [AutoML Video](https://cloud.google.com/vertex-ai/docs/video-data/classification/prepare-data).
+
 
 [Evaluating batch prediction results from AutoML Tabular regression model](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_evaluation/automl_tabular_regression_model_evaluation.ipynb)
 
@@ -49,6 +58,10 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Evaluation](https://cloud.google.com/vertex-ai/docs/evaluation/introduction).
+
+   Learn more about [AutoML Tabular](https://cloud.google.com/vertex-ai/docs/start/automl-users#tables).
+
 
 [Evaluating batch prediction results from custom tabular regression model](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_evaluation/custom_tabular_regression_model_evaluation.ipynb)
 
@@ -69,6 +82,10 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Evaluation](https://cloud.google.com/vertex-ai/docs/evaluation/introduction).
+
+   Learn more about [Vertex AI Training](https://cloud.google.com/vertex-ai/docs/training/custom-training).
+
 
 [AutoML text classification pipelines using google-cloud-pipeline-components](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_evaluation/automl_text_classification_model_evaluation.ipynb)
 
@@ -86,6 +103,10 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Evaluation](https://cloud.google.com/vertex-ai/docs/evaluation/introduction).
+
+   Learn more about [AutoML Text](https://cloud.google.com/vertex-ai/docs/text-data/classification/prepare-data).
+
 
 [Evaluating BatchPrediction results from a Custom Tabular classification model](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_evaluation/custom_tabular_classification_model_evaluation.ipynb)
 
@@ -109,3 +130,7 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Evaluation](https://cloud.google.com/vertex-ai/docs/evaluation/introduction).
+
+   Learn more about [Vertex AI Training](https://cloud.google.com/vertex-ai/docs/training/custom-training).
+

notebooks/official/model_monitoring/README.md

@@ -1,7 +1,4 @@
 
-### model_monitoring 
-
-
 [Vertex AI Batch Prediction with Model Monitoring](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_monitoring/batch_prediction_model_monitoring.ipynb)
 
 ```

notebooks/official/model_registry/README.md

@@ -1,7 +1,4 @@
 
-### model_registry 
-
-
 [Deploy BiqQuery ML Model on Vertex AI Model Registry and make predictions](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/model_registry/bqml_vertexai_model_registry.ipynb)
 
 ```
@@ -18,3 +15,7 @@ The steps performed include:
 
 ```
 
+   Learn more about [Vertex AI Model Registry](https://cloud.google.com/vertex-ai/docs/model-registry/introduction).
+
+   Learn more about [BigQuery ML](https://cloud.google.com/bigquery-ml/docs/introduction).
+