diff --git a/README.md b/README.md
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@@ -192,9 +192,9 @@ Generated data can then be loaded pretty easily by running
 To help you to understand the way Pyraug works and how you can augment your data with this library we also
 provide tutorial that you can found in [examples folder](https://github.com/clementchadebec/pyraug/tree/main/examples). In particular, you will learn to:
 
-- [getting_started.ipynb](https://github.com/clementchadebec/pyraug/tree/main/examples) explains you how to train a model and generate new data using Pyraug's Pipelines
-- [playing _with_configs.ipynb](https://github.com/clementchadebec/pyraug/tree/main/examples) shows you how to amend the predefined configuration to adapt them to you data ([![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/clementchadebec/pyraug/blob/main/examples/making_your_own_autoencoder.ipynb))
-- [making_your_own_autoencoder.ipynb](https://github.com/clementchadebec/pyraug/tree/main/examples) shows you how to pass your own networks to the models implemented in Pyraug. 
+- [getting_started.ipynb](https://github.com/clementchadebec/pyraug/tree/main/examples) explains you how to train a model and generate new data using Pyraug's Pipelines [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/clementchadebec/pyraug/blob/main/examples/getting_started.ipynb)
+- [playing _with_configs.ipynb](https://github.com/clementchadebec/pyraug/tree/main/examples) shows you how to amend the predefined configuration to adapt them to you data [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/clementchadebec/pyraug/blob/main/examples/making_your_own_autoencoder.ipynb)
+- [making_your_own_autoencoder.ipynb](https://github.com/clementchadebec/pyraug/tree/main/examples) shows you how to pass your own networks to the models implemented in Pyraug [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/clementchadebec/pyraug/blob/main/examples/making_your_own_autoencoder.ipynb)
 
 See more details in the [documentation]