Update app.py

app.py

@@ -27,10 +27,10 @@ def train_models(X_train, y_train, X_test, y_test):
     models = {
         "Logistic Regression": LogisticRegression(random_state=42),
         "Decision Tree": DecisionTreeClassifier(random_state=42),
-        "Random Forest": RandomForestClassifier(random_state=42),
+        "Random Forest": RandomForestClassifier(n_estimators=100, min_samples_split=2,max_features=7, max_depth=None, random_state=42),
         "Gradient Boost": GradientBoostingClassifier(random_state=42),
-        "Extreme Gradient Boosting": XGBClassifier(random_state=42),
-        "Light Gradient Boosting": LGBMClassifier(random_state=42)
+        "Extreme Gradient Boosting": XGBClassifier(random_state=42, n_estimators=500, learning_rate=0.0789),
+        "Light Gradient Boosting": LGBMClassifier(random_state=42, n_estimators=500, learning_rate=0.0789)
     }
     
     results = {}