diff --git a/data/tuto1/templates/chapitre02_etape04.handlebars b/data/tuto1/templates/chapitre02_etape04.handlebars
index 3eca8c17ba1bb6b9702fb7f852b5c771f72ff9aa..bc2cc3d11a1db8d198666db3778a901a6b107bba 100644
--- a/data/tuto1/templates/chapitre02_etape04.handlebars
+++ b/data/tuto1/templates/chapitre02_etape04.handlebars
@@ -16,7 +16,7 @@
                 <div class="instructions-panel-left">
 
                     <div class="instructions-panel-left-header">
-                        <h4>{{ category1 }}</h4>
+                        <h4>{{i18n category1 }}</h4>
                         <span class="validation"></span>
                     </div>
 
@@ -24,7 +24,7 @@
                     <div class="dataset-images-grid category1-images-grid category-images-grid" ></div>
 
                     <div class="instructions-panel-left-header">
-                        <h4>{{ category2 }}</h4>
+                        <h4>{{i18n category2 }}</h4>
                         <span class="validation"></span>
                     </div>
 
diff --git a/data/tuto1/templates/chapitre03_etape04.handlebars b/data/tuto1/templates/chapitre03_etape04.handlebars
index 431a6b624c8ce471fa53c2510a1ff9cdac11e302..6a011c56d00ca2a75f0147fbfc7810a2c57888fd 100644
--- a/data/tuto1/templates/chapitre03_etape04.handlebars
+++ b/data/tuto1/templates/chapitre03_etape04.handlebars
@@ -14,7 +14,7 @@
                 <div class="instructions-panel-left">
 
                     <div class="instructions-panel-left-header">
-                        <h4>{{ category1 }}</h4>
+                        <h4>{{i18n category1 }}</h4>
                         <span class="validation"></span>
                     </div>
 
@@ -22,7 +22,7 @@
                     <div class="dataset-images-grid category1-images-grid category-images-grid" ></div>
 
                     <div class="instructions-panel-left-header">
-                        <h4>{{ category2 }}</h4>
+                        <h4>{{i18n category2 }}</h4>
                         <span class="validation"></span>
                     </div>
 
diff --git a/data/tuto1/translations/en.json b/data/tuto1/translations/en.json
index 7a7005765704caccf27cab46da65fa2c3bc962ec..0caa8928b1576c01a2c09042c9ccaa6d43a1473d 100644
--- a/data/tuto1/translations/en.json
+++ b/data/tuto1/translations/en.json
@@ -51,6 +51,8 @@
     "Testons notre premier programme avec des images qu’il n’a jamais vues !": "Let's test our first program using images it has never seen!",
     "Prendre ou importer de nouvelles images correspondant à l’une des deux catégories et cliquer sur ": "Take or import new images fitting one of the two categories and then click on ",
     "Conclusion": "Conclusion",
+    "Valider": "Validate",
+    "Entraîner": "Learn",
     "Bluffant ! mais ça sert à quoi ?": "Amazing! But what is it for?",
     "Production et réalisation": "Production and Direction",
     "Magic Makers pour Class’Code IAI.": "Magic Makers for Class’Code.",
diff --git a/data/tuto2/templates/chapitre02_etape03.handlebars b/data/tuto2/templates/chapitre02_etape03.handlebars
index 763f44fa1fdf1753622aba1b446c2cb122d08ed6..56a5e627daf8280e46b5158d731a50fb6c34c13f 100644
--- a/data/tuto2/templates/chapitre02_etape03.handlebars
+++ b/data/tuto2/templates/chapitre02_etape03.handlebars
@@ -21,7 +21,7 @@
 
                         <!-- Nom de la première catégorie -->
                         <div class="instructions-panel-left-header">
-                            <h4>{{ category1 }}</h4>
+                            <h4>{{i18n category1 }}</h4>
                             <span class="validation"></span>
                         </div>