diff --git a/docs/source/starter/new-project.rst b/docs/source/starter/new-project.rst
index 89281de4cd..88213637d4 100644
--- a/docs/source/starter/new-project.rst
+++ b/docs/source/starter/new-project.rst
@@ -120,13 +120,14 @@ A :doc:`lightning module <../common/lightning_module>` defines a *system* not a
 Examples of systems are:
 
 - `Autoencoder <https://github.com/PyTorchLightning/lightning-bolts/blob/master/pl_bolts/models/autoencoders/basic_ae/basic_ae_module.py>`_
-- `BERT <https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/04-transformers-text-classification.ipynb>`_
-- `DQN <https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/08-Domain-specific-demos.ipynb>`_
-- `GAN <https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/03-basic-gan.ipynb>`_
-- `Image classifier <https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/01-mnist-hello-world.ipynb>`_
+- `BERT <https://colab.research.google.com/github/PyTorchLightning/lightning-tutorials/blob/publication/.notebooks/lightning_examples/text-transformers.ipynb>`_
+- `DQN <https://colab.research.google.com/github/PyTorchLightning/lightning-tutorials/blob/publication/.notebooks/lightning_examples/reinforce-learning-DQN.ipynb>`_
+- `GAN <https://colab.research.google.com/github/PyTorchLightning/lightning-tutorials/blob/publication/.notebooks/lightning_examples/basic-gan.ipynb>`_
+- `Image classifier <https://colab.research.google.com/github/PyTorchLightning/lightning-tutorials/blob/publication/.notebooks/lightning_examples/mnist-hello-world.ipynb>`_
 - Seq2seq
 - `SimCLR <https://github.com/PyTorchLightning/lightning-bolts/blob/master/pl_bolts/models/self_supervised/simclr/simclr_module.py>`_
 - `VAE <https://github.com/PyTorchLightning/lightning-bolts/blob/master/pl_bolts/models/autoencoders/basic_vae/basic_vae_module.py>`_
+- `and a lot more <https://github.com/PyTorchLightning/lightning-tutorials/tree/publication/.notebooks/lightning_examples>`_
 
 Under the hood a LightningModule is still just a :class:`torch.nn.Module` that groups all research code into a single file to make it self-contained: