@@ -713,8 +713,8 @@ If you are using SuperGradients library or benchmarks in your research, please c
 If you want to be a part of SuperGradients growing community, hear about all the exciting news and updates, need help, request for advanced features,
     or want to file a bug or issue report, we would love to welcome you aboard!
 
-* Slack is the place to be and ask questions about SuperGradients and get support. [Click here to join our Slack](
-  https://join.slack.com/t/supergradients-comm52/shared_invite/zt-10vz6o1ia-b_0W5jEPEnuHXm087K~t8Q)
+* Discord is the place to be and ask questions about SuperGradients and get support. [Click here to join our Discord Community](
+  https://discord.gg/2v6cEGMREN)
     
 * To report a bug, [file an issue](https://github.com/Deci-AI/super-gradients/issues) on GitHub.
 

@@ -57,6 +57,13 @@ We demonstrate great performance of YOLO-NAS on downstream tasks. When fine-tuni
 
 ## Additional resources
 <table>
+<tr>
+    <td>   
+        <a target="_blank" href="https://bit.ly/yolo-nas-starter-notebook">
+            <img src="./docs/assets/SG_img/colab_logo.png" /> Fine-Tuning Notebook 
+        </a>
+    </td>
+</tr>
 <tr>
     <td>   
         <a target="_blank" href="documentation/source/YoloNASQuickstart.md"> 
@@ -71,21 +78,14 @@ We demonstrate great performance of YOLO-NAS on downstream tasks. When fine-tuni
         </a>
     </td>
 </tr>
+
 <tr>
     <td>   
-        <a target="_blank" href="https://colab.research.google.com/drive/1vRkBFn3mepx3NZtwwrDOKq2RZpa1EpIa">
-            <img src="./docs/assets/SG_img/colab_logo.png" /> Inference Notebook 
-        </a>
-    </td>
-</tr>
-<tr>
-    <td>   
-        <a target="_blank" href="https://colab.research.google.com/drive/1q0RmeVRzLwRXW-h9dPFSOchwJkThUy6d">
-            <img src="./docs/assets/SG_img/colab_logo.png" /> Fine-Tuning Notebook 
+        Join our <a target="_blank" href="https://discord.gg/2v6cEGMREN">
+             Discord Community
         </a>
     </td>
 </tr>
-    </tbody>
 </table>