FIX: remove early_stopping_rounds

src/models_train.py

@@ -32,12 +32,7 @@ def train_demand_model(df):
         n_jobs=-1
     )
 
-    model.fit(
-        X_train, y_train,
-        eval_set=[(X_val, y_val)],
-        early_stopping_rounds=50,
-        verbose=False
-    )
+    model.fit(X_train, y_train, verbose=False)
     
     return model
 
@@ -79,12 +74,7 @@ def train_nulo_model(df):
         n_jobs=-1
     )
 
-    model.fit(
-        X_train, y_train,
-        eval_set=[(X_val, y_val)],
-        early_stopping_rounds=30,
-        verbose=False
-    )
+    model.fit(X_train, y_train, verbose=False)
     
     return model
 
@@ -199,12 +189,7 @@ def train_demand_model_advanced(df):
         n_jobs=-1
     )
     
-    model.fit(
-        X_train, y_train,
-        eval_set=[(X_train, y_train), (X_val, y_val)],
-        early_stopping_rounds=100,
-        verbose=False
-    )
+    model.fit(X_train, y_train, verbose=False)
     
     return model
 
@@ -260,11 +245,6 @@ def train_nulo_model_advanced(df):
         n_jobs=-1
     )
     
-    model.fit(
-        X_train, y_train,
-        eval_set=[(X_train, y_train), (X_val, y_val)],
-        early_stopping_rounds=50,
-        verbose=False
-    )
+    model.fit(X_train, y_train, verbose=False)
     
     return model