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@@ -478,41 +478,22 @@ <h1 id="natural-language-processing">Natural Language Processing<a class="header
 <p>Introduction to NLP <a href="https://github.com/SupaeroDataScience/deep-learning/raw/main/NLP/support/NLP.pdf">slides</a></p>
 </li>
 <li>
-<p><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Text%20processing%20and%20Classification.ipynb">Text Processing and Classification</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Text%20processing%20and%20Classification.ipynb">colab</a></p>
+<p><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Sequence_to_Sequence_Learning_with_Neural_Networks.ipynb">Sequence to Sequence Learning</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Sequence_to_Sequence_Learning_with_Neural_Networks.ipynb">colab</a></p>
 </li>
 <li>
-<p>Sequential and Generative NLP <a href="https://github.com/SupaeroDataScience/deep-learning/raw/main/NLP/support/NLP_partie2.pdf">slides</a></p>
-</li>
-<li>
-<p><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Natural%20Language%20Generation%20pyTorch.ipynb">Natural Language Generation in Pytorch</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Natural%20Language%20Generation%20pyTorch.ipynb">colab</a></p>
+<p><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Neural_Machine_Translation_by_Jointly_Learning_to_Align_and_Translate.ipynb">Attention in Seq2Seq</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Neural_Machine_Translation_by_Jointly_Learning_to_Align_and_Translate.ipynb">colab</a></p>
 </li>
 </ul>
 <h2 id="additional-resources">Additional Resources<a class="headerlink" href="#additional-resources" title="Permanent link">🔗</a></h2>
 <ul>
-<li>
-<p><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Entity%20Recognition%20and%20Chatbots.ipynb">Entity Recognition and Chatbots</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Entity%20Recognition%20and%20Chatbots.ipynb">colab</a></p>
-</li>
-<li>
-<p><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Activity_Word2Vec.ipynb">Word2Vec Exercise</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Activity_Word2Vec.ipynb">colab</a></p>
-</li>
-<li>
-<p><a href="https://www.coursera.org/learn/human-language">MOOC de 10-20h sur la linguistique</a></p>
-</li>
-<li>
-<p><a href="http://jalammar.github.io/">le blog de Jay Alamar</a> avec d'excellentes illustrations et explications des différents modèles.</p>
-</li>
-<li>
-<p><a href="https://ruder.io/">le blog de Sebastian Ruder</a>, référence du domaine avec des très bonnes explications.</p>
-</li>
-<li>
-<p><a href="https://explosion.ai/blog">le site Explosion.ai</a>, créateurs de spacy, l'une des meilleurs librairies de NLP</p>
-</li>
-<li>
-<p><a href="https://blog.rasa.com/">le blog Rasa</a></p>
-</li>
-<li>
-<p><a href="https://ec.europa.eu/info/sites/info/files/commission-white-paper-artificial-intelligence-feb2020_fr.pdf">Livre blanc de la commission européenne sur l'IA</a> et son application <a href="https://acpr.banque-france.fr/gouvernance-des-algorithmes-dintelligence-artificielle-dans-le-secteur-financier">dans le domaine bancaire</a></p>
-</li>
+<li><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Text%20processing%20and%20Classification.ipynb">Text Processing and Classification</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Text%20processing%20and%20Classification.ipynb">colab</a></li>
+<li><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Entity%20Recognition%20and%20Chatbots.ipynb">Entity Recognition and Chatbots</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Entity%20Recognition%20and%20Chatbots.ipynb">colab</a></li>
+<li><a href="https://github.com/SupaeroDataScience/deep-learning/blob/main/NLP/Activity_Word2Vec.ipynb">Word2Vec Exercise</a>, version <a href="https://colab.research.google.com/github/SupaeroDataScience/deep-learning/blob/main/NLP/Activity_Word2Vec.ipynb">colab</a></li>
+<li><a href="https://www.coursera.org/learn/human-language">MOOC of 10-20h on linguistics</a></li>
+<li><a href="http://jalammar.github.io/">blog of Jay Alamar</a></li>
+<li><a href="https://ruder.io/">blog of Sebastian Ruder</a></li>
+<li><a href="https://explosion.ai/blog">Explosion.ai</a>, creators of spacy</li>
+<li><a href="https://blog.rasa.com/">Rasa blog</a></li>
 </ul>