diff --git a/README.md b/README.md
index cd9a25e878..bb9df123ea 100644
--- a/README.md
+++ b/README.md
@@ -151,10 +151,10 @@ pip install pytorch-lightning
 
 # clone lightning for the demo
 git clone https://github.com/williamFalcon/pytorch-lightning.git
-cd pytorch-lightning/docs/source/examples
+cd examples/new_project_templates/
 
 # run demo (on cpu)
-python fully_featured_trainer.py
+python trainer_gpu_cluster_template.py
 ```
 
 Without changing the model AT ALL, you can run the model on a single gpu, over multiple gpus, or over multiple nodes.
diff --git a/examples/new_project_templates/trainer_gpu_cluster_template.py b/examples/new_project_templates/trainer_gpu_cluster_template.py
index bbf05c5f45..8531ba4b13 100644
--- a/examples/new_project_templates/trainer_gpu_cluster_template.py
+++ b/examples/new_project_templates/trainer_gpu_cluster_template.py
@@ -17,11 +17,11 @@ np.random.seed(SEED)
 # ---------------------
 # DEFINE MODEL HERE
 # ---------------------
-from docs.source.examples.example_model import ExampleModel
+from .lightning_module_template import LightningTemplateModel
 # ---------------------
 
 AVAILABLE_MODELS = {
-    'model_template': ExampleModel
+    'model_template': LightningTemplateModel
 }