Update app.py

app.py

@@ -547,19 +547,8 @@ elif st.session_state.current_page == "Model Building":
             </tr>
         </table>
     """, unsafe_allow_html=True)
-    
-    st.markdown("<hr style='border:1px solid #ddd;'>", unsafe_allow_html=True)
-    
-    # Choosing the Best Model
-    st.markdown("""
-        <h2>Choosing the Best Model</h2>  
-        <ul>
-            <li>🔍 We checked for <b>overfitting</b> (high training accuracy, low test accuracy).</li>
-            <li>🚀 We avoided <b>underfitting</b> (low training and test accuracy).</li>
-            <li>📊 The best model had a <b>balanced performance</b> across training and test data.</li>
-        </ul>
-        <p><b>✅ Final Choice:</b> <span style='color: #FF6D28;'>Bagging Ensemble</span> due to its strong generalization ability! 🚀</p>
-    """, unsafe_allow_html=True)
+
+    st.markdown("<br>", unsafe_allow_html=True)
 
     if st.button("🔙 Go Back to Model Report"):
         switch_page("Model Report")