diff --git a/pca/eigenfaces.py b/pca/eigenfaces.py
index 9e12f91208b..02368c4da92 100644
--- a/pca/eigenfaces.py
+++ b/pca/eigenfaces.py
@@ -16,7 +16,7 @@
 
 
 
-print __doc__
+print(__doc__)
 
 from time import time
 import logging
@@ -25,10 +25,10 @@
 
 from sklearn.model_selection import train_test_split
 from sklearn.datasets import fetch_lfw_people
-from sklearn.grid_search import GridSearchCV
+from sklearn.model_selection import GridSearchCV
 from sklearn.metrics import classification_report
 from sklearn.metrics import confusion_matrix
-from sklearn.decomposition import RandomizedPCA
+from sklearn.decomposition import PCA as RandomizedPCA
 from sklearn.svm import SVC
 
 # Display progress logs on stdout
@@ -56,7 +56,7 @@
 print("Total dataset size:")
 print("n_samples: %d" % n_samples)
 print("n_features: %d" % n_features)
-print("n_classes: %d" % n_classes)(
+print("n_classes: %d" % n_classes)
 
 ###############################################################################
 # Split into a training and testing set