docs: new tutorial "Getting Started 2"

This notebook explains how to train a robust neural network using DEEL-LIP.
deel-ai · Feb 12, 2024 · e1d7fca · e1d7fca
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diff --git a/README.md b/README.md
@@ -69,6 +69,7 @@ supports tensorflow versions 2.x.
 | **Tutorial Name**           | Notebook                                                                                                                                                           |
 | :-------------------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------: |
 | Getting Started 1 - Creating a 1-Lipschitz neural network | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/Getting_started_1.ipynb)            |
+| Getting Started 2 - Training an adversarially robust 1-Lipschitz neural network | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/Getting_started_2.ipynb)            |
 | Wasserstein distance estimation on toy example | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/demo1.ipynb) |
 | HKR Classifier on toy dataset | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/demo2.ipynb) |
 | HKR classifier on MNIST dataset | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/demo3.ipynb) |

diff --git a/docs/assets/noise.PNG b/docs/assets/noise.PNG
diff --git a/docs/assets/pigs.png b/docs/assets/pigs.png
diff --git a/docs/index.md b/docs/index.md
@@ -66,6 +66,7 @@ supports tensorflow versions 2.x.
 | **Tutorial Name**           | Notebook                                                                                                                                                           |
 | :-------------------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------: |
 | Getting started 1 - Creating a 1-Lipschitz neural network  | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/Getting_started_1.ipynb)            |
+| Getting started 2 - Training an adversarially robust 1-Lipschitz neural network         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/Getting_started_2.ipynb)            |
 | Wasserstein distance estimation on toy example | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/demo1.ipynb) |
 | HKR Classifier on toy dataset | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/demo2.ipynb) |
 | HKR classifier on MNIST dataset | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/master/docs/notebooks/demo3.ipynb) |