Reinvent22 (#3686)

* Adding example for native AutoML step in SageMaker Pipelines. (#211) * Adding example for native AutoML step in SageMaker Pipelines. * Adding SageMaker Geospatial example for Digital Farming (#213) * Adding digital-farming-pipelines notebooks * Adding digital-farming-pipelines notebooks * Update pipelines-sagemaker-geospatial.ipynb * Update pipelines-sagemaker-geospatial.ipynb * Update pipelines-sagemaker-geospatial.ipynb * Update pipelines-sagemaker-geospatial.ipynb * Adding digital-farming-pipelines notebooks * Adding digital-farming-pipelines notebooks * Adding code folder * Adding Lambda function * Adjusting notebook * Adjuting roles * Adjusted roles * Updated notebooks * Updated notebooks format * Adding Scheduled Notebook (Keynote2) (#216) * * Add scheduled notebook example * Update notebook * Format * Change image dir * Resolve comments. * Resolve comments. * Resolve comments. * Add example notebook for model governance model card (#217) Co-authored-by: Zhenshan Jin <zsjin@amazon.com> * shadow endpoint (#219) * initial commit * minor fix * minor fixes * add inference experiment notebook add inference experiment notebook * Add shadow endpoint notebook (#215) * initial commit * add inference experiment notebook add inference experiment notebook Co-authored-by: Qingwei Li<ec2-user@ip-172-16-37-37.us-west-2.compute.internal> Co-authored-by: Shreya Pandit <pandishr@amazon.com> Co-authored-by: Qingwei Li <qqnl@amazon.com> * Revert "Add shadow endpoint notebook (#215)" (#218) This reverts commit b6d2fd203f7f85670478556e902ad2bb86a1a882. * reformat * reviewer's comments addressed * clear output * fix and reformat nb * reformat nb * remove notebook * markdown change Co-authored-by: EC2 Default User <ec2-user@ip-172-16-37-37.us-west-2.compute.internal> Co-authored-by: Shreya Pandit <pandishr@amazon.com> Co-authored-by: Qingwei Li <qqnl@amazon.com> Co-authored-by: EC2 Default User <ec2-user@ip-172-16-0-250.us-west-2.compute.internal> * rename sagemaker-shadow-endpoint folder * upgrade pip packages for reinvent * install from reinvent wheels temporarily * Keynote2 rtd (#224) * remove --no-deps tags from notebook * configure rst files for reinvent notebooks + fix any rtd leveling issues * make corrections * reformat * updated shadow_variants with Alwin's work (#225) * initial commit * minor fix * minor fixes * add inference experiment notebook add inference experiment notebook * Add shadow endpoint notebook (#215) * initial commit * add inference experiment notebook add inference experiment notebook Co-authored-by: Qingwei Li<ec2-user@ip-172-16-37-37.us-west-2.compute.internal> Co-authored-by: Shreya Pandit <pandishr@amazon.com> Co-authored-by: Qingwei Li <qqnl@amazon.com> * Revert "Add shadow endpoint notebook (#215)" (#218) This reverts commit b6d2fd203f7f85670478556e902ad2bb86a1a882. * reformat * reviewer's comments addressed * clear output * fix and reformat nb * reformat nb * remove notebook * markdown change * Alwin's edit add edits from Alwin * reformat * change folder name Co-authored-by: EC2 Default User <ec2-user@ip-172-16-37-37.us-west-2.compute.internal> Co-authored-by: Shreya Pandit <pandishr@amazon.com> Co-authored-by: Qingwei Li <qqnl@amazon.com> Co-authored-by: EC2 Default User <ec2-user@ip-172-16-0-250.us-west-2.compute.internal> Co-authored-by: atqy <atqy@amazon.com> Co-authored-by: atqy <95724753+atqy@users.noreply.github.com> * add region tag to allow download from opt-in regions (#226) * add region tag to allow download from opt-in regions * add region tag to allow download from opt-in regions * Trigger Build Co-authored-by: Marcelo Aberle <116175523+aberlm@users.noreply.github.com> Co-authored-by: Antonio Rodriguez <42835728+rodzanto@users.noreply.github.com> Co-authored-by: Sean Morgan <seanmorgan91@gmail.com> Co-authored-by: Zhenshan Jin <zhenshan.jin.jz@gmail.com> Co-authored-by: Zhenshan Jin <zsjin@amazon.com> Co-authored-by: Qingwei Li <billdoors@users.noreply.github.com> Co-authored-by: EC2 Default User <ec2-user@ip-172-16-37-37.us-west-2.compute.internal> Co-authored-by: Shreya Pandit <pandishr@amazon.com> Co-authored-by: Qingwei Li <qqnl@amazon.com> Co-authored-by: EC2 Default User <ec2-user@ip-172-16-0-250.us-west-2.compute.internal>
aws · Nov 30, 2022 · cf7012a · cf7012a
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diff --git a/README.md b/README.md
@@ -230,6 +230,7 @@ These examples show you how to use [SageMaker Pipelines](https://aws.amazon.com/
 - [Multi-model SageMaker Pipeline with Hyperparamater Tuning and Experiments](sagemaker-pipeline-multi-model) shows how you can generate a regression model by training real estate data from Athena using Data Wrangler, and uses multiple algorithms both from a custom container and a SageMaker container in a single pipeline.
 - [SageMaker Pipeline Local Mode with FrameworkProcessor and BYOC for PyTorch with sagemaker-training-toolkig](sagemaker-pipelines/tabular/local-mode/framework-processor-byoc)
 - [SageMaker Pipeline Step Caching](sagemaker-pipelines/tabular/caching) shows how you can leverage pipeline step caching while building pipelines and shows expected cache hit / cache miss behavior.
+- [Native AutoML step in SageMaker Pipelines](sagemaker-pipelines/tabular/automl-step/sagemaker_autopilot_pipelines_native_auto_ml_step.ipynb) shows how you can use SageMaker Autopilot with a native AutoML step in SageMaker Pipelines for end-to-end AutoML training automation.
 
 ### Amazon SageMaker Pre-Built Framework Containers and the Python SDK
 

diff --git a/autopilot/index.rst b/autopilot/index.rst
@@ -4,21 +4,22 @@ Get started with Autopilot
 .. image:: https://readthedocs.org/projects/sagemaker-examples-test-website/badge/?version=latest
 
 .. toctree::
-   :maxdepth: 0
+   :maxdepth: 1
 
    sagemaker_autopilot_direct_marketing
    sagemaker_autopilot_abalone_parquet_input
    sagemaker_autopilot_neo4j_portfolio_churn
    autopilot_customer_churn_high_level_with_evaluation
    autopilot_california_housing
    autopilot_customer_churn
+   sagemaker-autopilot-pipelines/autopilot_pipelines_demo_notebook
 
 
 Feature selection
 ==========================
 
 .. toctree::
-   :maxdepth: 0
+   :maxdepth: 1
 
    custom-feature-selection/Feature_selection_autopilot
 
@@ -27,6 +28,15 @@ Model explainability
 ==========================
 
 .. toctree::
-   :maxdepth: 0
+   :maxdepth: 1
 
    model-explainability/explaining_customer_churn_model
+
+
+Autopilot Pipelines
+==========================
+
+.. toctree::
+   :maxdepth: 1
+
+   sagemaker-autopilot-pipelines/autopilot_pipelines_demo_notebook