Bold link for the script reference

app.py

@@ -34,7 +34,7 @@ def plot_max_margin_hyperplane():
 
 heading = '🤗🧡🤍💙 SGD: Maximum Margin Separating Hyperplane'
 
-with gr.Blocks(title = heading, theme = 'snehilsanyal/scikit-learn') as demo:
+with gr.Blocks(title = heading, theme= 'snehilsanyal/scikit-learn') as demo:
     gr.Markdown("# {}".format(heading))
     gr.Markdown(
         """
@@ -42,7 +42,7 @@ with gr.Blocks(title = heading, theme = 'snehilsanyal/scikit-learn') as demo:
         a two-class separable dataset using a linear SVM classifier trained using SGD.
         """
     )
-    gr.Markdown('Demo is based on [this script from scikit-learn documentation](https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_separating_hyperplane.html#sphx-glr-auto-examples-linear-model-plot-sgd-separating-hyperplane-py)')
+    gr.Markdown('**[Demo is based on this script from scikit-learn documentation](https://scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_separating_hyperplane.html#sphx-glr-auto-examples-linear-model-plot-sgd-separating-hyperplane-py)**')
 
     button = gr.Button(value = 'Visualize Maximum Margin Hyperplane')
     button.click(plot_max_margin_hyperplane, outputs = gr.Plot())