diff --git a/pina/pinn.py b/pina/pinn.py
index 4ae9628..215b53d 100644
--- a/pina/pinn.py
+++ b/pina/pinn.py
@@ -225,6 +225,7 @@ class PINN(object):
 
     def train(self, stop=100, frequency_print=2, save_loss=1, trial=None):
 
+        self.model.train()
         epoch = 0
         data_loader = self.data_set.dataloader
 
@@ -319,6 +320,8 @@ class PINN(object):
             self.trained_epoch += 1
             epoch += 1
 
+        self.model.eval()
+
         return sum(losses).item()
 
     def error(self, dtype='l2', res=100):