# See customer use examples
<a name="ml-videos"></a>

The following videos, which use the Preview version of Machine Learning (ML) with Amazon Athena, showcase ways in which you can use SageMaker AI with Athena.

## Predicting customer churn
<a name="ml-videos-predict-churn"></a>

The following video shows how to combine Athena with the machine learning capabilities of Amazon SageMaker AI to predict customer churn.

[![AWS Videos](http://img.youtube.com/vi/https://www.youtube.com/embed/CUHbSpekRVg/0.jpg)](http://www.youtube.com/watch?v=https://www.youtube.com/embed/CUHbSpekRVg)


## Detecting botnets
<a name="ml-videos-detect-botnets"></a>

The following video shows how one company uses Amazon Athena and Amazon SageMaker AI to detect botnets.

[![AWS Videos](http://img.youtube.com/vi/https://www.youtube.com/embed/0dUv-jCt2aw/0.jpg)](http://www.youtube.com/watch?v=https://www.youtube.com/embed/0dUv-jCt2aw)