Update pages/4_Model_Creation_and_Evaluation.py

pages/4_Model_Creation_and_Evaluation.py

@@ -143,15 +143,13 @@ if df is not None:
         return score
     """, language="python")
 
-# Create and optimize the study
-st.code("""
-study = optuna.create_study(direction="maximize")
-study.optimize(objective, n_trials=100)
-
-# Display the best parameters
-st.write("Best Parameters:", study.best_params)
-""", language="python")
-
+    # Create and optimize the study
+    st.code("""
+    study = optuna.create_study(direction="maximize")
+    study.optimize(objective, n_trials=100)
+    # Display the best parameters
+    st.write("Best Parameters:", study.best_params)
+    """, language="python")
 
     # Create the best model
     st.markdown("## Create the Best Model")
@@ -172,6 +170,7 @@ st.write("Best Parameters:", study.best_params)
 else:
     st.warning("No Dataset Found")
 
+
 # Custom background styling
 st.markdown(
     """