diff --git a/content/tutorials/jupyter-notebooks.md b/content/tutorials/jupyter-notebooks.md
index 5b8e50ca..c437a0f8 100644
--- a/content/tutorials/jupyter-notebooks.md
+++ b/content/tutorials/jupyter-notebooks.md
@@ -16,6 +16,8 @@ It's quite easy to figure out, but if you get stuck, here are some initial steps
 - When asked to select a kernel, select Python 3.
 - To make stuff happen (e.g. to run code cells), use the menus at the top of the JupyterLab console, or at the top of your current Jupyter notebook.
 
+In you prefer a step-by-step tutorial, you can watch our thourough [Manta Ray tutorial mini series] (https://www.youtube.com/playlist?list=PL_dn0wVs9kWqSO2iCXvrWuxKFSgVr0Jrw) on our YouTube channel. 
+
 For more info, see the blog posts:
 
 - "[Project Manta Ray — Data Science powered by Ocean Protocol](https://blog.oceanprotocol.com/project-manta-ray-data-science-powered-by-ocean-protocol-535c54089b0f)"