diff --git a/README.md b/README.md
index 6b4f5ef..f1daa2e 100644
--- a/README.md
+++ b/README.md
@@ -47,7 +47,7 @@ make docker-run     # Run docker container
 
 ## Support
 
-Please report bugs to the [GitHub Issues Page](https://github.com/FullStackWithLawrence/azureml_example-example/issues) for this project.
+Please report bugs to the [GitHub Issues Page](https://github.com/FullStackWithLawrence/azureml-example/issues) for this project.
 
 ## Developers
 
diff --git a/docs/AZURE_ML_CONFIG.md b/docs/AZURE_ML_CONFIG.md
index a2da59c..4ee7903 100644
--- a/docs/AZURE_ML_CONFIG.md
+++ b/docs/AZURE_ML_CONFIG.md
@@ -9,7 +9,7 @@ This guide explains how to securely configure your Azure ML workspace connection
 ### Option 1: Project Root (Recommended for Development)
 
 ```
-/Users/mcdaniel/Desktop/gh/fswl/azureml_example-example/config.json
+/Users/mcdaniel/Desktop/gh/fswl/azureml-example/config.json
 ```
 
 **Pros:**
diff --git a/pyproject.toml b/pyproject.toml
index 1dd5a91..5a8f2a9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,9 +4,9 @@ version = "0.10.24"
 requires-python = ">=3.10"
 
 [project.urls]
-homepage = "https://github.com/FullStackWithLawrence/azureml_example-example"
-documentation = "https://github.com/FullStackWithLawrence/azureml_example-example"
-repository = "https://github.com/FullStackWithLawrence/azureml_example-example"
+homepage = "https://github.com/FullStackWithLawrence/azureml-example"
+documentation = "https://github.com/FullStackWithLawrence/azureml-example"
+repository = "https://github.com/FullStackWithLawrence/azureml-example"
 
 [tool.isort]
 profile = "black"