Update app.py

app.py

@@ -108,6 +108,7 @@ if st.session_state.current_page == "Model Pipeline":
 
     st.markdown("<hr style='border:1px solid #ddd;'>", unsafe_allow_html=True)
 
+
     st.markdown(
     """
     <div style="text-align: center; margin-top: 30px;">
@@ -149,16 +150,19 @@ if st.session_state.current_page == "Model Pipeline":
             line-height: 1.6;
             margin-bottom: 15px;
         }
+        .about-links {
+            margin-top: 15px;
+        }
         .about-links a {
             background: #0077b5;
             color: white;
-            padding: 10px 20px;
+            padding: 12px 22px;
             text-decoration: none;
-            font-size: 14px;
+            font-size: 15px;
             font-weight: bold;
             border-radius: 8px;
             display: inline-block;
-            margin: 5px;
+            margin: 8px;
             transition: 0.3s;
         }
         .about-links a.medium {
@@ -188,9 +192,6 @@ if st.session_state.current_page == "Model Pipeline":
 
 
 
-
-
-
 # Individual Sections
 elif st.session_state.current_page == "Problem Statement":
     st.markdown("<h1 class='title'>Problem Statement</h1>", unsafe_allow_html=True)
@@ -647,32 +648,6 @@ elif st.session_state.current_page == "Model Building":
 
 # Fianl Model
 elif st.session_state.current_page == "Final Model":
-    # st.markdown("<h1 class='title'>Final Model</h1>", unsafe_allow_html=True)
-
-    # st.markdown("<hr style='border:1px solid #ddd;'>", unsafe_allow_html=True)
-
-    # st.markdown("""
-    #     <h3>✅ Best Model: Bagging Regressor (with Decision Tree)</h3>
-    #     <ul>
-    #         <li><b>Training Score:</b> 98.68%</li>
-    #         <li><b>Test Score:</b> 95.04%</li>
-    #         <li><b>Generalized Score:</b> 95.45%</li>
-    #     </ul>
-    # """, unsafe_allow_html=True)
-    
-    # st.markdown("<hr style='border:1px solid #ddd;'>", unsafe_allow_html=True)
-    
-    # st.markdown("""
-    #     <h3>⚙️ Final Hyperparameters</h3>
-    #     <ul>
-    #         <li><b>Base Model:</b> Decision Tree Regressor</li>
-    #         <li><b>min_samples_leaf:</b> 2</li>
-    #         <li><b>min_samples_split:</b> 3</li>
-    #         <li><b>n_estimators:</b> 40</li>
-    #         <li><b>max_samples:</b> 0.838404</li>
-    #     </ul>
-    # """, unsafe_allow_html=True)
-
 
     st.markdown(
         """