diff --git a/docs/__init__.py b/docs/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/docs/source/__init__.py b/docs/source/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/docs/source/examples/__init__.py b/docs/source/examples/__init__.py
new file mode 100644
index 0000000000..8ff1351fb9
--- /dev/null
+++ b/docs/source/examples/__init__.py
@@ -0,0 +1 @@
+from .example_model import ExampleModel
\ No newline at end of file
diff --git a/docs/source/examples/example_model.py b/docs/source/examples/example_model.py
index 16d5a47579..f7197a484a 100644
--- a/docs/source/examples/example_model.py
+++ b/docs/source/examples/example_model.py
@@ -1,6 +1,6 @@
 import torch.nn as nn
 import numpy as np
-from pytorch-lightning.root_module.root_module import RootModule
+from pytorch_lightning.root_module.root_module import RootModule
 from test_tube import HyperOptArgumentParser
 from torchvision.datasets import MNIST
 import torchvision.transforms as transforms
diff --git a/docs/source/examples/fully_featured_trainer.py b/docs/source/examples/fully_featured_trainer.py
index 2412a1d0ed..77b061b400 100644
--- a/docs/source/examples/fully_featured_trainer.py
+++ b/docs/source/examples/fully_featured_trainer.py
@@ -5,10 +5,10 @@ from time import sleep
 import torch
 
 from test_tube import HyperOptArgumentParser, Experiment, SlurmCluster
-from pytorch-lightning.models.trainer import Trainer
-from pytorch-lightning.utils.arg_parse import add_default_args
+from pytorch_lightning.models.trainer import Trainer
+from pytorch_lightning.utils.arg_parse import add_default_args
 
-from pytorch-lightning.utils.pt_callbacks import EarlyStopping, ModelCheckpoint
+from pytorch_lightning.utils.pt_callbacks import EarlyStopping, ModelCheckpoint
 
 SEED = 2334
 torch.manual_seed(SEED)
@@ -17,7 +17,7 @@ np.random.seed(SEED)
 # ---------------------
 # DEFINE MODEL HERE
 # ---------------------
-from example_model import ExampleModel
+from docs.source.examples.example_model import ExampleModel
 # ---------------------
 
 AVAILABLE_MODELS = {