Added dataset description and explained depth parameter in UI

app.py

@@ -63,8 +63,12 @@ with gr.Blocks(title=title) as demo:
     " Larger max_depth makes model learn the finner details resulting in **overfitting** <br>"
     " Play with the Depth parameter to see how it fits a noisy circle dataset.<br>")
 
-    gr.Markdown(" **[Demo is based on sklearn docs](https://scikit-learn.org/stable/auto_examples/tree/plot_tree_regression_multioutput.html)**")
+    gr.Markdown(" **[Demo is based on sklearn docs](https://scikit-learn.org/stable/auto_examples/tree/plot_tree_regression_multioutput.html)** <br>")
 
+    gr.Markdown(" **Dataset** : It is a toy dataset generated in shape of a circle with some small random noise added to it. <br>")
+    gr.Markdown(" Different depths corresponds to different tree depth of DecisionTreeRegressor Models. <br>"
+                "  Larger Depth trying to overfit and learn even the finner details of the data.<br>"
+               )
 
     with gr.Row():
         d1 = gr.Slider(minimum=0, maximum=20, step=1,  value = 2,