Update app.py

app.py

@@ -40,27 +40,27 @@ with demo:
 
 
 
-    # gr.Markdown(
-    #     """
-    #     <h1 style="text-align: center;">Fraud Detection with FHE Model</h1>
-    #     <p align="center">
-    #         <a href="https://github.com/CirSandro/private-fhe-fraud-detection">
-    #             <span style="vertical-align: middle; display:inline-block; margin-right: 3px;">💳</span>private-fhe-fraud-detection
-    #         </a>
-    #         —
-    #         <a href="https://docs.zama.ai/concrete-ml">
-    #             <span style="vertical-align: middle; display:inline-block; margin-right: 3px;">🔒</span>Documentation Concrete-ML
-    #         </a>
-    #     </p>
-    #     """
-    # )
+    gr.Markdown(
+        """
+        <h1 style="text-align: center;">Fraud Detection with FHE Model</h1>
+        <p align="center">
+            <a href="https://github.com/CirSandro/private-fhe-fraud-detection">
+                <span style="vertical-align: middle; display:inline-block; margin-right: 3px;">💳</span>private-fhe-fraud-detection
+            </a>
+            —
+            <a href="https://docs.zama.ai/concrete-ml">
+                <span style="vertical-align: middle; display:inline-block; margin-right: 3px;">🔒</span>Documentation Concrete-ML
+            </a>
+        </p>
+        """
+    )
 
-    # gr.Markdown(
-    # """
-    # <p align="center" style="font-size: 16px;">
-    #     How to detect bank fraud without using your personal data ?</p>
-    # """
-    # )
+    gr.Markdown(
+    """
+    <p align="center" style="font-size: 16px;">
+        How to detect bank fraud without using your personal data ?</p>
+    """
+    )
 
     with gr.Accordion("What is bank fraud detection?", open=False):
         gr.Markdown(
@@ -94,21 +94,21 @@ with demo:
             """
         )
 
-    # gr.Markdown(
-    #     """
-    #     <p style="text-align: center;">
-    #         Below, we will explain the flow in the image by simulating a purchase you've just made, and show you how our fraud detection model processes the transaction.
-    #     </p>
-    #     """
-    # )
+    gr.Markdown(
+        """
+        <p style="text-align: center;">
+            Below, we will explain the flow in the image by simulating a purchase you've just made, and show you how our fraud detection model processes the transaction.
+        </p>
+        """
+    )
 
-    # gr.Markdown(
-    #     f"""
-    #     <p align="center">
-    #         <img width="75%" height="30%" src="https://huggingface.co/spaces/Tenefix/private-fhe-fraud-detection/resolve/main/Img/schema.png">
-    #     </p>
-    #     """
-    # )
+    gr.Markdown(
+        f"""
+        <p align="center">
+            <img width="75%" height="30%" src="https://huggingface.co/spaces/Tenefix/private-fhe-fraud-detection/resolve/main/Img/schema.png">
+        </p>
+        """
+    )
 
     gr.Markdown("<hr />")