diff --git a/content/NLP/02_exoclean.qmd b/content/NLP/02_exoclean.qmd
index 210bfbe8a..2e7025bb7 100644
--- a/content/NLP/02_exoclean.qmd
+++ b/content/NLP/02_exoclean.qmd
@@ -22,7 +22,7 @@ description: |
   plus approfondie les différentes méthodes présentées
   précédemment.
 bibliography: ../../reference.bib
-image: featured_nlp_exo.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/featured_nlp_exo.png
 echo: false
 ---
 
diff --git a/content/NLP/book.png b/content/NLP/book.png
deleted file mode 100644
index 6618f46bd..000000000
Binary files a/content/NLP/book.png and /dev/null differ
diff --git a/content/NLP/featured_intro.png b/content/NLP/featured_intro.png
deleted file mode 100644
index 2a87f3bdc..000000000
Binary files a/content/NLP/featured_intro.png and /dev/null differ
diff --git a/content/NLP/index.qmd b/content/NLP/index.qmd
index ced94ab1b..248126e8b 100644
--- a/content/NLP/index.qmd
+++ b/content/NLP/index.qmd
@@ -12,7 +12,7 @@ description: |
   connu sous son acronyme anglais : NLP pour _natural langage processing_).
   Cette partie vise à illustrer la richesse de cet écosystème à partir
   de quelques exemples littéraires :  Dumas, Poe, Shelley, Lovecraft.
-image: nlp.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/nlp.png
 ---
 
 Les parties précédentes étaient consacrées à l'acquisition de compétences
diff --git a/content/NLP/nlp.png b/content/NLP/nlp.png
deleted file mode 100644
index db2a4e163..000000000
Binary files a/content/NLP/nlp.png and /dev/null differ
diff --git a/content/NLP/tfidf.png b/content/NLP/tfidf.png
deleted file mode 100644
index 95ebd90ec..000000000
Binary files a/content/NLP/tfidf.png and /dev/null differ
diff --git a/content/NLP/w2v_vecto.png b/content/NLP/w2v_vecto.png
deleted file mode 100644
index 626732ebb..000000000
Binary files a/content/NLP/w2v_vecto.png and /dev/null differ
diff --git a/content/NLP/word_embedding.png b/content/NLP/word_embedding.png
deleted file mode 100644
index 0164d3d5a..000000000
Binary files a/content/NLP/word_embedding.png and /dev/null differ
diff --git a/content/NLP/wordcloud_openfood_clean.png b/content/NLP/wordcloud_openfood_clean.png
deleted file mode 100644
index 2a87f3bdc..000000000
Binary files a/content/NLP/wordcloud_openfood_clean.png and /dev/null differ
diff --git a/content/NLP/wordcloud_openfood_start.png b/content/NLP/wordcloud_openfood_start.png
deleted file mode 100644
index 2055233d9..000000000
Binary files a/content/NLP/wordcloud_openfood_start.png and /dev/null differ
diff --git a/content/NLP/wordcloud_relevanc_clean.png b/content/NLP/wordcloud_relevanc_clean.png
deleted file mode 100644
index bcc4b6dc1..000000000
Binary files a/content/NLP/wordcloud_relevanc_clean.png and /dev/null differ
diff --git a/content/NLP/wordcloud_relevanc_start.png b/content/NLP/wordcloud_relevanc_start.png
deleted file mode 100644
index aad61ecd2..000000000
Binary files a/content/NLP/wordcloud_relevanc_start.png and /dev/null differ
diff --git a/content/annexes/classroom.png b/content/annexes/classroom.png
deleted file mode 100644
index 76c654069..000000000
Binary files a/content/annexes/classroom.png and /dev/null differ
diff --git a/content/annexes/kid.png b/content/annexes/kid.png
deleted file mode 100644
index 1883392b3..000000000
Binary files a/content/annexes/kid.png and /dev/null differ
diff --git a/content/getting-started/panda_matrix.png b/content/getting-started/panda_matrix.png
deleted file mode 100644
index 116ba838c..000000000
Binary files a/content/getting-started/panda_matrix.png and /dev/null differ
diff --git a/content/getting-started/python_class.jpg b/content/getting-started/python_class.jpg
deleted file mode 100644
index 17ea6a033..000000000
Binary files a/content/getting-started/python_class.jpg and /dev/null differ
diff --git a/content/getting-started/python_computer.jpg b/content/getting-started/python_computer.jpg
deleted file mode 100644
index d77a507d3..000000000
Binary files a/content/getting-started/python_computer.jpg and /dev/null differ
diff --git a/content/getting-started/python_dict.jpg b/content/getting-started/python_dict.jpg
deleted file mode 100644
index 9a8b3b8e5..000000000
Binary files a/content/getting-started/python_dict.jpg and /dev/null differ
diff --git a/content/getting-started/python_panda.jpg b/content/getting-started/python_panda.jpg
deleted file mode 100644
index 2bf05e786..000000000
Binary files a/content/getting-started/python_panda.jpg and /dev/null differ
diff --git a/content/git/cadavre_exquis_kids.png b/content/git/cadavre_exquis_kids.png
deleted file mode 100644
index 4da7c8eab..000000000
Binary files a/content/git/cadavre_exquis_kids.png and /dev/null differ
diff --git a/content/git/git-panel-jupyter.png b/content/git/git-panel-jupyter.png
deleted file mode 100644
index a6cf81d3e..000000000
Binary files a/content/git/git-panel-jupyter.png and /dev/null differ
diff --git a/content/git/git-status-ensae.png b/content/git/git-status-ensae.png
deleted file mode 100644
index 3977c1854..000000000
Binary files a/content/git/git-status-ensae.png and /dev/null differ
diff --git a/content/git/git_vscode_1.png b/content/git/git_vscode_1.png
deleted file mode 100644
index a2cce3642..000000000
Binary files a/content/git/git_vscode_1.png and /dev/null differ
diff --git a/content/git/git_vscode_2.png b/content/git/git_vscode_2.png
deleted file mode 100644
index 36ff44cf1..000000000
Binary files a/content/git/git_vscode_2.png and /dev/null differ
diff --git a/content/git/gitclone.png b/content/git/gitclone.png
deleted file mode 100644
index 38d8433b3..000000000
Binary files a/content/git/gitclone.png and /dev/null differ
diff --git a/content/git/squashmerge.png b/content/git/squashmerge.png
deleted file mode 100644
index 86de9c724..000000000
Binary files a/content/git/squashmerge.png and /dev/null differ
diff --git a/content/manipulation/arrange_pandas.png b/content/manipulation/arrange_pandas.png
deleted file mode 100644
index c7db13d36..000000000
Binary files a/content/manipulation/arrange_pandas.png and /dev/null differ
diff --git a/content/manipulation/featured_tp_pandas.png b/content/manipulation/featured_tp_pandas.png
deleted file mode 100644
index 6f84d70a9..000000000
Binary files a/content/manipulation/featured_tp_pandas.png and /dev/null differ
diff --git a/content/manipulation/filter_pandas.png b/content/manipulation/filter_pandas.png
deleted file mode 100644
index f90439e0d..000000000
Binary files a/content/manipulation/filter_pandas.png and /dev/null differ
diff --git a/content/manipulation/mutate_pandas.png b/content/manipulation/mutate_pandas.png
deleted file mode 100644
index 7e8888606..000000000
Binary files a/content/manipulation/mutate_pandas.png and /dev/null differ
diff --git a/content/manipulation/panda.png b/content/manipulation/panda.png
deleted file mode 100644
index 352cbd987..000000000
Binary files a/content/manipulation/panda.png and /dev/null differ
diff --git a/content/manipulation/panda_stretching.png b/content/manipulation/panda_stretching.png
deleted file mode 100644
index ed519023e..000000000
Binary files a/content/manipulation/panda_stretching.png and /dev/null differ
diff --git a/content/manipulation/pandas_join.png b/content/manipulation/pandas_join.png
deleted file mode 100644
index 766706b93..000000000
Binary files a/content/manipulation/pandas_join.png and /dev/null differ
diff --git a/content/manipulation/rename_pandas.png b/content/manipulation/rename_pandas.png
deleted file mode 100644
index 7713ff2a0..000000000
Binary files a/content/manipulation/rename_pandas.png and /dev/null differ
diff --git a/content/manipulation/reshape.png b/content/manipulation/reshape.png
deleted file mode 100644
index 300c86bae..000000000
Binary files a/content/manipulation/reshape.png and /dev/null differ
diff --git a/content/manipulation/select_pandas.png b/content/manipulation/select_pandas.png
deleted file mode 100644
index 63ec58ae9..000000000
Binary files a/content/manipulation/select_pandas.png and /dev/null differ
diff --git a/content/manipulation/truesize.png b/content/manipulation/truesize.png
deleted file mode 100644
index e73a1aa16..000000000
Binary files a/content/manipulation/truesize.png and /dev/null differ
diff --git a/content/manipulation/velib.png b/content/manipulation/velib.png
deleted file mode 100644
index 17fbdb51e..000000000
Binary files a/content/manipulation/velib.png and /dev/null differ
diff --git a/content/modelisation/hal9000.png b/content/modelisation/hal9000.png
deleted file mode 100644
index 3d9bfa4b7..000000000
Binary files a/content/modelisation/hal9000.png and /dev/null differ
diff --git a/content/modern-ds/book.png b/content/modern-ds/book.png
deleted file mode 100644
index 6618f46bd..000000000
Binary files a/content/modern-ds/book.png and /dev/null differ
diff --git a/content/modern-ds/chuck.png b/content/modern-ds/chuck.png
deleted file mode 100644
index ad2bddc75..000000000
Binary files a/content/modern-ds/chuck.png and /dev/null differ
diff --git a/content/modern-ds/dallE.png b/content/modern-ds/dallE.png
deleted file mode 100644
index d7e92cebd..000000000
Binary files a/content/modern-ds/dallE.png and /dev/null differ
diff --git a/content/modern-ds/dallE2.png b/content/modern-ds/dallE2.png
deleted file mode 100644
index 4f98151d1..000000000
Binary files a/content/modern-ds/dallE2.png and /dev/null differ
diff --git a/content/modern-ds/detective_map.png b/content/modern-ds/detective_map.png
deleted file mode 100644
index 6469cbaf8..000000000
Binary files a/content/modern-ds/detective_map.png and /dev/null differ
diff --git a/content/modern-ds/detective_words.png b/content/modern-ds/detective_words.png
deleted file mode 100644
index 3d16fecbc..000000000
Binary files a/content/modern-ds/detective_words.png and /dev/null differ
diff --git a/content/modern-ds/elastic_approfondissement.qmd b/content/modern-ds/elastic_approfondissement.qmd
index 01a647358..007b3604d 100644
--- a/content/modern-ds/elastic_approfondissement.qmd
+++ b/content/modern-ds/elastic_approfondissement.qmd
@@ -14,7 +14,7 @@ slug: elastic-geo
 type: book
 description: |
   Un chapitre plus approfondi sur `ElasticSearch` 
-image: detective_map.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/detective_map.png
 ---
 
 
diff --git a/content/modern-ds/elastic_intro.qmd b/content/modern-ds/elastic_intro.qmd
index c43ebf29d..9c10f4c3b 100644
--- a/content/modern-ds/elastic_intro.qmd
+++ b/content/modern-ds/elastic_intro.qmd
@@ -21,7 +21,7 @@ description: |
   présente cette intégration d' `Elastic` avec l'exemple de la recherche
   dans les données alimentaires de l' `OpenFoodFacts` Database 
 bibliography: ../../reference.bib
-image: detective_words.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/detective_words.png
 ---
 
 
diff --git a/content/modern-ds/featured.jpg b/content/modern-ds/featured.jpg
deleted file mode 100644
index 8678c5ea8..000000000
Binary files a/content/modern-ds/featured.jpg and /dev/null differ
diff --git a/content/modern-ds/featured.png b/content/modern-ds/featured.png
deleted file mode 100644
index 97c51d148..000000000
Binary files a/content/modern-ds/featured.png and /dev/null differ
diff --git a/content/modern-ds/featured_dallE.png b/content/modern-ds/featured_dallE.png
deleted file mode 100644
index 361b98685..000000000
Binary files a/content/modern-ds/featured_dallE.png and /dev/null differ
diff --git a/content/modern-ds/ferrari.png b/content/modern-ds/ferrari.png
deleted file mode 100644
index 7cafe5834..000000000
Binary files a/content/modern-ds/ferrari.png and /dev/null differ
diff --git a/content/modern-ds/fraise.png b/content/modern-ds/fraise.png
deleted file mode 100644
index b157c078b..000000000
Binary files a/content/modern-ds/fraise.png and /dev/null differ
diff --git a/content/modern-ds/index.qmd b/content/modern-ds/index.qmd
index b3ac9f82a..d943fd8fa 100644
--- a/content/modern-ds/index.qmd
+++ b/content/modern-ds/index.qmd
@@ -17,7 +17,7 @@ description: |
   outils à l'état de l'art pour gagner en 
   efficacité ou améliorer la valorisation
   d'un projet.
-image: ferrari.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/ferrari.png
 ---
 
 Les parties précédentes étaient très tournées sur l'acquisition
diff --git a/content/modern-ds/index_management.png b/content/modern-ds/index_management.png
deleted file mode 100644
index 0c4355ad5..000000000
Binary files a/content/modern-ds/index_management.png and /dev/null differ
diff --git a/content/modern-ds/openfood.png b/content/modern-ds/openfood.png
deleted file mode 100644
index a6f3fe7aa..000000000
Binary files a/content/modern-ds/openfood.png and /dev/null differ
diff --git a/content/modern-ds/puppyman.png b/content/modern-ds/puppyman.png
deleted file mode 100644
index 3a43b4e44..000000000
Binary files a/content/modern-ds/puppyman.png and /dev/null differ
diff --git a/content/modern-ds/python_cloud.png b/content/modern-ds/python_cloud.png
deleted file mode 100644
index 3462aaa21..000000000
Binary files a/content/modern-ds/python_cloud.png and /dev/null differ
diff --git a/content/modern-ds/s3.qmd b/content/modern-ds/s3.qmd
index 69c690b16..8fdc38acd 100644
--- a/content/modern-ds/s3.qmd
+++ b/content/modern-ds/s3.qmd
@@ -29,7 +29,7 @@ summary: |
   de nombreux avantages pour l'analyse de données (vitesse d'import, possibilité de traiter
   des données plus volumineuses que la RAM...)
 eval: false
-image: python_cloud.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/python_cloud.png
 ---
 
 ::: {.cell .markdown}
diff --git a/content/modern-ds/wordcloud_openfood_clean.png b/content/modern-ds/wordcloud_openfood_clean.png
deleted file mode 100644
index 2a87f3bdc..000000000
Binary files a/content/modern-ds/wordcloud_openfood_clean.png and /dev/null differ
diff --git a/content/modern-ds/wordcloud_openfood_start.png b/content/modern-ds/wordcloud_openfood_start.png
deleted file mode 100644
index 2055233d9..000000000
Binary files a/content/modern-ds/wordcloud_openfood_start.png and /dev/null differ
diff --git a/content/modern-ds/wordcloud_relevanc_clean.png b/content/modern-ds/wordcloud_relevanc_clean.png
deleted file mode 100644
index bcc4b6dc1..000000000
Binary files a/content/modern-ds/wordcloud_relevanc_clean.png and /dev/null differ
diff --git a/content/modern-ds/wordcloud_relevanc_start.png b/content/modern-ds/wordcloud_relevanc_start.png
deleted file mode 100644
index aad61ecd2..000000000
Binary files a/content/modern-ds/wordcloud_relevanc_start.png and /dev/null differ
diff --git a/content/visualisation/cartography.png b/content/visualisation/cartography.png
deleted file mode 100644
index 0a066a01f..000000000
Binary files a/content/visualisation/cartography.png and /dev/null differ
diff --git a/content/visualisation/drawing.png b/content/visualisation/drawing.png
deleted file mode 100644
index 7cb596ce8..000000000
Binary files a/content/visualisation/drawing.png and /dev/null differ
diff --git a/content/visualisation/elmo.jpg b/content/visualisation/elmo.jpg
deleted file mode 100644
index 66208d3e2..000000000
Binary files a/content/visualisation/elmo.jpg and /dev/null differ
diff --git a/content/visualisation/index.qmd b/content/visualisation/index.qmd
index 2d3dab069..e0a4adabb 100644
--- a/content/visualisation/index.qmd
+++ b/content/visualisation/index.qmd
@@ -10,7 +10,7 @@ description: |
   figés (`matplotlib`, `seaborn`, `geoplot`...) ou de
   visualisation réactives (`plotly`, `folium`, etc.)
 slug: visualisation
-image: snake-chart.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/snake-chart.png
 bibliography: ../../reference.bib
 ---
 
diff --git a/content/visualisation/maps.qmd b/content/visualisation/maps.qmd
index 0f4851f1a..d02207617 100644
--- a/content/visualisation/maps.qmd
+++ b/content/visualisation/maps.qmd
@@ -25,7 +25,7 @@ description: |
   à travers un exercice permettant
   de visualiser la fréquentation par les
   vélos des routes parisiennes.
-image: cartography.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/cartography.png
 ---
 
 ::: {.cell .markdown}
diff --git a/content/visualisation/matplotlib.qmd b/content/visualisation/matplotlib.qmd
index 7be15320b..717fa9856 100644
--- a/content/visualisation/matplotlib.qmd
+++ b/content/visualisation/matplotlib.qmd
@@ -15,7 +15,7 @@ description: |
   les fonctionalités graphiques de `matplotlib`,
   `seaborn` et `plotly` pour représenter des statistiques
   sur les décomptes de vélo à Paris.
-image: drawing.png
+image: https://minio.lab.sspcloud.fr/lgaliana/generative-art/pythonds/drawing.png
 echo: false
 ---
 
diff --git a/content/visualisation/snake-chart.png b/content/visualisation/snake-chart.png
deleted file mode 100644
index 0765428ba..000000000
Binary files a/content/visualisation/snake-chart.png and /dev/null differ