diff --git a/docs/quickstart/work-with-data-locally.md b/docs/quickstart/work-with-data-locally.md
index b8a3e8c50c5..5f7d39b644b 100644
--- a/docs/quickstart/work-with-data-locally.md
+++ b/docs/quickstart/work-with-data-locally.md
@@ -75,6 +75,8 @@ container and edit an image dataset used for ML model development. Unlike lakeFS
 
 <iframe width="420" height="315" src="https://www.youtube.com/embed/afgQnmesLZM"></iframe>
 
+Reference Guide: [lakeFS lakectl local for machine learning](https://lakefs.io/blog/guide-lakectl-local-machine-learning/) 
+
 ### Cloning a Subset of lakeFS Data into a Local Directory
 {: .no_toc }