Fix notebook links (#8089)

* Fix notebook links

* update

* BERT

* docs

* Update README.md

* Apply suggestions from code review

Co-authored-by: Jirka <jirka.borovec@seznam.cz>
Co-authored-by: Jirka Borovec <Borda@users.noreply.github.com>

README.md

@@ -338,8 +338,7 @@ class LitAutoEncoder(pl.LightningModule):
 ## Examples
 
 ###### Hello world
-- [MNIST hello world](https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/01-mnist-hello-world.ipynb)
+- [MNIST hello world](https://pytorch-lightning.readthedocs.io/en/latest/notebooks/lightning_examples/mnist-hello-world.html)
-- [MNIST on TPUs](https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/06-mnist-tpu-training.ipynb)
 
 ###### Contrastive Learning
 - [BYOL](https://lightning-bolts.readthedocs.io/en/latest/self_supervised_models.html#byol)
@@ -348,8 +347,8 @@ class LitAutoEncoder(pl.LightningModule):
 - [SIMCLR](https://lightning-bolts.readthedocs.io/en/latest/self_supervised_models.html#simclr)
 
 ###### NLP
-- [BERT](https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/04-transformers-text-classification.ipynb)
 - [GPT-2](https://lightning-bolts.readthedocs.io/en/latest/convolutional.html#gpt-2)
+- [BERT](https://pytorch-lightning.readthedocs.io/en/latest/notebooks/lightning_examples/text-transformers.html)
 
 
 ###### Reinforcement Learning
@@ -358,7 +357,7 @@ class LitAutoEncoder(pl.LightningModule):
 - [Reinforce](https://lightning-bolts.readthedocs.io/en/latest/reinforce_learn.html#reinforce)
 
 ###### Vision
-- [GAN](https://colab.research.google.com/github/PytorchLightning/pytorch-lightning/blob/master/notebooks/03-basic-gan.ipynb)
+- [GAN](https://pytorch-lightning.readthedocs.io/en/latest/notebooks/lightning_examples/basic-gan.html)
 
 ###### Classic ML
 - [Logistic Regression](https://lightning-bolts.readthedocs.io/en/latest/classic_ml.html#logistic-regression)

_notebooks

@@ -1 +1 @@
-Subproject commit 3321b468e78167aaf056894e92ed6d649c76e89e
+Subproject commit 29aea106edefc9d1904c0c17223a8ac2b15c48e7

docs/source/conf.py

@@ -152,6 +152,7 @@ language = None
 exclude_patterns = [
     f'{FOLDER_GENERATED}/PULL_REQUEST_TEMPLATE.md',
     'notebooks/course_UvA-DL/*',
+    'notebooks/template*',
 ]
 
 # The name of the Pygments (syntax highlighting) style to use.

docs/source/index.rst

@@ -61,6 +61,8 @@ PyTorch Lightning Documentation
    notebooks/lightning_examples/datamodules.ipynb
    notebooks/lightning_examples/cifar10-baseline.ipynb
    notebooks/lightning_examples/basic-gan.ipynb
+   notebooks/lightning_examples/text-transformers.ipynb
+   notebooks/lightning_examples/reinforce-learning-DQN.ipynb
    notebooks/lightning_examples/augmentation_kornia.ipynb
 
 .. toctree::