diff --git a/README.md b/README.md
index 76798dac..6f56feb8 100644
--- a/README.md
+++ b/README.md
@@ -21,7 +21,7 @@ Semantic Link Labs is a Python library designed for use in [Microsoft Fabric not
     * [Check Direct Lake Guardrails](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.get_lakehouse_tables)
     * [Refresh](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Semantic%20Model%20Refresh.ipynb), [clear cache](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.clear_cache), [backup](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.backup_semantic_model), [restore](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.restore_semantic_model), [copy backup files](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.copy_semantic_model_backup_file), [move/deploy across workspaces](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.deploy_semantic_model)
     * [Run DAX queries which impersonate a user](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.evaluate_dax_impersonation)
-    * Manage [Query Scale Out](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Query%20Scale%20Out.ipynb).
+    * [Manage Query Scale Out](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Query%20Scale%20Out.ipynb).
 * Reports
     * [Report Best Practice Analyzer (BPA)](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.report.html#sempy_labs.report.run_report_bpa)
     * [View report metadata](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Report%20Analysis.ipynb)
@@ -31,7 +31,7 @@ Semantic Link Labs is a Python library designed for use in [Microsoft Fabric not
 * Capacities
     * [Migrating a Power BI Premium capacity (P sku) to a Fabric capacity (F sku)](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Capacity%20Migration.ipynb)
 * APIs
-    * Wrapper functions for [Power BI](https://learn.microsoft.com/rest/api/power-bi/), [Fabric](https://learn.microsoft.com/rest/api/fabric/articles/using-fabric-apis), and [Azure](https://learn.microsoft.com/rest/api/azure/?view=rest-power-bi-embedded-2021-01-01) APIs
+    * Wrapper functions for [Power BI](https://learn.microsoft.com/rest/api/power-bi/), [Fabric](https://learn.microsoft.com/rest/api/fabric/articles/using-fabric-apis), and [Azure (Fabric Capacity)](https://learn.microsoft.com/rest/api/microsoftfabric/fabric-capacities?view=rest-microsoftfabric-2023-11-01) APIs
 
 
 ### Check out the [helper notebooks](https://github.com/microsoft/semantic-link-labs/tree/main/notebooks) for getting started!