Update app.py

app.py

@@ -559,6 +559,34 @@ elif st.session_state.current_page == "Model Building":
     if st.button("🔙 Go Back to Model Report"):
         switch_page("Model Report")
 
+# Fianl Model
+elif st.session_state.current_page == "Final Model":
+    st.markdown("<h4 style='color: #FF6D28;'>Final Model</h4>", unsafe_allow_html=True)
+
+    st.markdown("""
+        <h5>✅ Best Model: Bagging Regressor (with Decision Tree)</h5>
+        <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("""
+        <h5>⚙️ Final Hyperparameters</h5>
+        <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)
+    
+    if st.button("🔙 Go Back to Model Report"):
+        switch_page("Model Report")
 
 # Hands-on Model Page
 elif st.session_state.current_page == "Hands-on Model":