Add SageMaker Autopilot and Neo4j portfolio churn notebook. (aws#3505)

* Add SageMaker Autopilot and Neo4j portfolio churn notebook. * update table of contents for graph embedding notebook * correct link * newline * note on edgar, s3 * notes on ASG * url anonymized * spelling * use s3 * spelling * name for link * comment drop * formatting * 20 minutes * more descriptive va name * branding issues * remove extra comment * note on validation * conclusion * no more ' * brackets on URL * black-nb -l 100 sagemaker_autopilot_neo4j_portfolio_churn.ipynb * incorporate Julia changes to downloadNotebook function * performance issue * working with large notebook * clear outputs. run linter one more time * typo * render link * format * remove link * insert link * no dash * fiddling w link * maybe it's a bad character escape? * AutoPilot caps * camel case SageMaker * bucket specfics * Bump version to 4.4.9 from 4.4.8 * add stack name, disk size * add note per Aramide on stack delete. * note * typos Co-authored-by: Julia Kroll <[email protected]>
hchings · Aug 19, 2022 · 6ccaf6c · 6ccaf6c
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diff --git a/README.md b/README.md
@@ -75,6 +75,7 @@ These examples introduce SageMaker Autopilot. Autopilot automatically performs f
 - [Customer Churn AutoML](autopilot/) shows how to use SageMaker Autopilot to automatically train a model for the [Predicting Customer Churn](introduction_to_applying_machine_learning/xgboost_customer_churn) task.
 - [Targeted Direct Marketing AutoML](autopilot/) shows how to use SageMaker Autopilot to automatically train a model.
 - [Housing Prices AutoML](sagemaker-autopilot/housing_prices) shows how to use SageMaker Autopilot for a linear regression problem (predict housing prices).
+- [Portfolio Churn Prediction with Amazon SageMaker Autopilot and Neo4j](autopilot/sagemaker_autopilot_neo4j_portfolio_churn.ipynb) shows how to use SageMaker Autopilot with graph embeddings to predict investment portfolio churn.
 
 ### Introduction to Amazon Algorithms
 

diff --git a/autopilot/index.rst b/autopilot/index.rst
@@ -8,6 +8,7 @@ Get started with Autopilot
 
    sagemaker_autopilot_direct_marketing
    sagemaker_autopilot_abalone_parquet_input
+   sagemaker_autopilot_neo4j_portfolio_churn
 
 
 Feature selection