update readme and doc for collab link to keras3 branch

Author: franckma31

README.md

@@ -12,10 +12,10 @@
         <img src="https://img.shields.io/pypi/pyversions/deel-lip.svg">
     </a>
     <a href="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml">
-        <img alt="PyLint" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=master">
+        <img alt="PyLint" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=keras3">
     </a>
     <a href="https://github.com/deel-ai/deel-lip/actions/workflows/python-tests.yml">
-        <img alt="Tox" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=master">
+        <img alt="Tox" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=keras3">
     </a>
     <a href="https://pypi.org/project/deel-lip">
         <img alt="Pypi" src="https://img.shields.io/pypi/v/deel-lip.svg">
@@ -76,12 +76,12 @@ 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) |
-| HKR multiclass and fooling | [![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/demo4.ipynb) |
+| 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/keras3/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/keras3/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/keras3/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/keras3/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/keras3/docs/notebooks/demo3.ipynb) |
+| HKR multiclass and fooling | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/keras3/docs/notebooks/demo4.ipynb) |
 
 
 ## 📦 What's Included

docs/index.md

@@ -9,10 +9,10 @@
         <img src="https://img.shields.io/pypi/pyversions/deel-lip.svg">
     </a>
     <a href="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml">
-        <img alt="PyLint" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=master">
+        <img alt="PyLint" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=keras3">
     </a>
     <a href="https://github.com/deel-ai/deel-lip/actions/workflows/python-tests.yml">
-        <img alt="Tox" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=master">
+        <img alt="Tox" src="https://github.com/deel-ai/deel-lip/actions/workflows/python-linters.yml/badge.svg?branch=keras3">
     </a>
     <a href="https://pypi.org/project/deel-lip">
         <img alt="Pypi" src="https://img.shields.io/pypi/v/deel-lip.svg">
@@ -65,12 +65,12 @@ 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) |
-| HKR multiclass and fooling | [![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/demo4.ipynb) |
+| 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/keras3/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/keras3/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/keras3/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/keras3/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/keras3/docs/notebooks/demo3.ipynb) |
+| HKR multiclass and fooling | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deel-ai/deel-lip/blob/keras3/docs/notebooks/demo4.ipynb) |
 
 
 ## 📦 What's Included