diff --git a/examples/demo.py b/examples/demo.py
index ff589d0..135017e 100644
--- a/examples/demo.py
+++ b/examples/demo.py
@@ -67,14 +67,13 @@
 writer.export_scalars_to_json("./all_scalars.json")
 
 dataset = datasets.MNIST('mnist', train=False, download=True)
-images = dataset.test_data[:100].float()
-label = dataset.test_labels[:100]
+images = dataset.data[:100].float()
+label = dataset.targets[:100]
 features = images.view(100, 784)
 writer.add_embedding(features, metadata=label, label_img=images.unsqueeze(1))
 writer.add_embedding(features, global_step=1, tag='noMetadata')
-dataset = datasets.MNIST('mnist', train=True, download=True)
-images_train = dataset.train_data[:100].float()
-labels_train = dataset.train_labels[:100]
+images_train = dataset.data[100:200].float()
+labels_train = dataset.targets[100:200]
 features_train = images_train.view(100, 784)
 
 all_features = torch.cat((features, features_train))
@@ -87,7 +86,7 @@
                      metadata_header=['digit', 'dataset'], global_step=2)
 
 # VIDEO
-vid_images = dataset.train_data[:16 * 48]
+vid_images = dataset.data[:16 * 48]
 vid = vid_images.view(16, 48, 1, 28, 28)  # BxTxCxHxW
 
 writer.add_video('video', vid_tensor=vid)