Add tutorial for creating embeddings over AOI

Author: yellowcap

docs/_toc.yml

@@ -26,16 +26,18 @@ parts:
       file: tutorials/visualize-embeddings
     - title: Clay MAE reconstruction
       file: tutorials/reconstruction
+    - title: Create embeddings over AOI
+      file: tutorials/create-embeddings-over-aoi.ipynb
 - caption: Finetune examples
   chapters:
+    - title: Finetunig on an embeddings database
+      file: finetune/finetune-on-embeddings
     - title: Segmentation using Chesapeake
       file: finetune/segment
     - title: Classification using Eurosat
       file: finetune/classify
     - title: Regression using Biomasters
       file: finetune/regression
-    - title: Finetunig on an embeddings database
-      file: finetune/finetune-on-embeddings
 - caption: About Clay
   chapters:
     - title: GitHub