AWS sagemaker documentation change

Service: sagemaker · 2025-05-01 · Documentation low

File: sagemaker/latest/dg/k-means.md

Summary

Changed 'Notebook Instances' to 'notebook instances' in link text for consistency

Security assessment

The modification only adjusts text casing in documentation links and contains no security-related context.

Diff

diff --git a/sagemaker/latest/dg/k-means.md b/sagemaker/latest/dg/k-means.md
index 25e0b2834..7e05198e3 100644
--- a//sagemaker/latest/dg/k-means.md
+++ b//sagemaker/latest/dg/k-means.md
@@ -48 +48 @@ We recommend training k-means on CPU instances. You can train on GPU instances,
-For a sample notebook that uses the SageMaker AI K-means algorithm to segment the population of counties in the United States by attributes identified using principle component analysis, see [Analyze US census data for population segmentation using Amazon SageMaker AI](https://sagemaker-examples.readthedocs.io/en/latest/introduction_to_applying_machine_learning/US-census_population_segmentation_PCA_Kmeans/sagemaker-countycensusclustering.html). For instructions how to create and access Jupyter notebook instances that you can use to run the example in SageMaker AI, see [Amazon SageMaker Notebook Instances](./nbi.html). Once you have created a notebook instance and opened it, select the **SageMaker AI Examples** tab to see a list of all the SageMaker AI samples. To open a notebook, click on its **Use** tab and select **Create copy**.
+For a sample notebook that uses the SageMaker AI K-means algorithm to segment the population of counties in the United States by attributes identified using principle component analysis, see [Analyze US census data for population segmentation using Amazon SageMaker AI](https://sagemaker-examples.readthedocs.io/en/latest/introduction_to_applying_machine_learning/US-census_population_segmentation_PCA_Kmeans/sagemaker-countycensusclustering.html). For instructions how to create and access Jupyter notebook instances that you can use to run the example in SageMaker AI, see [Amazon SageMaker notebook instances](./nbi.html). Once you have created a notebook instance and opened it, select the **SageMaker AI Examples** tab to see a list of all the SageMaker AI samples. To open a notebook, click on its **Use** tab and select **Create copy**.