Installation-Guide.md

@@ -378,6 +378,8 @@ Congratulations! Everything is set! You can now use the DEMOS dApp
 
 ![A picture containing text Description automatically generated](InstructionsScreenshots/media/image65.png)
 
+#### Request Page
+
 ##### 64. Go to the Request page and fill the form as shown below
 
 ![Graphical user interface, text, application, email Description automatically generated](InstructionsScreenshots/media/image66.png)
@@ -398,6 +400,8 @@ _Note: Once you Confirm you will see a window confirming your transaction_
 
 ![Graphical user interface, text, application Description automatically generated](InstructionsScreenshots/media/image70.png)
 
+#### Submit Page
+
 ##### 67. Go to Submit page. Here you can see the three models that you previously requested. Change to Metamask Account 2. Give a caption for a model and choose the most appropriate label. Then Submit Caption and confirm transaction.
 
 > ![Graphical user interface, text, application, email Description automatically generated](InstructionsScreenshots/media/image71.png)
@@ -406,6 +410,8 @@ _Note: Once you Confirm you will see a window confirming your transaction_
 
 _Note: An account can request data for a model and then submit such data, but it doesn't make much sense. That's why we switch to Account 2_
 
+#### Review Page
+
 ##### 68. After submitting a few captions change to Account 3 and go to Review page. Review a caption by selecting a label. Then click Review Caption and confirm transaction
 
 > ![Graphical user interface, application, Teams Description automatically generated](InstructionsScreenshots/media/image72.png)
@@ -418,10 +424,14 @@ _Note 1: A caption is verified when a specific label gets 3 votes from reviewers
 
 _Note 2: Once a caption is verified, you can see that the balance of the accounts that vote for the verified label increases. If the verified caption matches the one that was provided by the node who submitted the caption, then his balance increases too._
 
+#### Predict Page
+
 ##### 70. Go to Predict page. Here, all the accounts can test the models using their own captions. Give it a try!
 
 > ![Graphical user interface, text, application, email Description automatically generated](InstructionsScreenshots/media/image73.png)
 
+#### Train Page
+
 ##### 71. Switch back to Account 1 (who requested the models) and go to Train Page. Here you can see all the verified captions that can be used for training. Click _Train Model_ to retrain the model using these captions. When training and evaluation are finished, you will need to confirm two transactions
 
 > ![Graphical user interface, application, table Description automatically generated](InstructionsScreenshots/media/image74.png)
@@ -434,6 +444,8 @@ _Note 2: Training and evaluation of the model takes time, you can review its pro
 
 _Note 3: For each caption, if verified label matches proposed label its container is green, otherwise it's orange._
 
+#### Evaluation Page
+
 ##### 72. Finally, go to Evaluation page to view the accuracy changes of the model
 
 _Note: The models are initially trained using tens of thousands of captions. If you just retrain the model by using a handful of captions it is expected that accuracy will not be greatly affected. It is also possible to have a small drop._