Update app.py

app.py

@@ -625,6 +625,47 @@ with demo:
     #     </p>
     #     """
     # )
+
+    with gr.Accordion("What is bank fraud detection?", open=False):
+        gr.Markdown(
+            """
+            Bank fraud detection is the process of identifying fraudulent activities or transactions 
+            that may pose a risk to a bank or its customers. It is essential to detect fraudulent 
+            activities to prevent financial losses and protect the integrity of the banking system.
+            """
+        )
+
+    with gr.Accordion("Why is it important to protect this data?", open=False):
+        gr.Markdown(
+            """
+            Banking and financial data often contain sensitive personal information, such as income,
+            spending habits, and account numbers. Protecting this information ensures that customers'
+            privacy is respected and safeguarded from unauthorized access.
+            """
+        )
+
+    with gr.Accordion("Why is Fully Homomorphic Encryption (FHE) a good solution?", open=False):
+        gr.Markdown(
+            """
+            Fully Homomorphic Encryption (FHE) is a powerful technique for enhancing privacy and accuracy
+            in the context of fraud detection, particularly when dealing with sensitive banking data. FHE
+            allows for the encryption of data, which can then be processed and analyzed without ever needing
+            to decrypt it. 
+            Each party involved in the detection process can collaborate without compromising user privacy,
+            minimizing the risk of data leaks or breaches. The data remains confidential throughout the entire
+            process, ensuring that the privacy of users is maintained.
+            """
+        )
+
+    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">
@@ -634,6 +675,31 @@ with demo:
     )
 
 
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+    
+
+
     ########################## Key Gen Part ##########################
 
     gr.Markdown(
@@ -910,6 +976,20 @@ demo.launch(share=False)
 #     #     </p>
 #     #     """
 #     # )
+
+
+
+
+
+
+
+
+
+
+
+
+
+    
 #     with gr.Row():
 #         with gr.Column(elem_id="center_column"):
 #             gr.Image("Img/schema.png", width=200, show_label=False)