diff --git a/docs/blog.fr.md b/docs/blog.fr.md
index 74d86c9..3c167a7 100644
--- a/docs/blog.fr.md
+++ b/docs/blog.fr.md
@@ -107,7 +107,7 @@ Meilleur modèle non BERT retenu :
 L’API FastAPI est packagée via Docker, puis poussée sur DockerHub.  
 Un [pipeline CI/CD](https://github.com/GrgMdmn/OpenClassrooms_AI_Projects/blob/main/.github/workflows/p7_ci-cd.yml) complet garantit **un déploiement reproductible**. Il assure:
 - La validation de tests unitaires
-- La construction et le push de l'api conteneurisée sur dockerhub
+- La construction et le push de l'api conteneurisée sur [dockerhub](https://hub.docker.com/r/grgmdmn/sentiment_api)
 
 ![github workflow](github_ci-cd.png)
 ---
diff --git a/docs/blog.md b/docs/blog.md
index 1612ed1..562e84b 100644
--- a/docs/blog.md
+++ b/docs/blog.md
@@ -108,7 +108,7 @@ Best non-BERT selected model:
 The FastAPI API is packaged with Docker, then pushed to DockerHub.  
 A full [CI/CD pipeline](https://github.com/GrgMdmn/OpenClassrooms_AI_Projects/blob/main/.github/workflows/p7_ci-cd.yml) guarantees **reproducible deployment**, ensuring:  
 - Validation of unit tests  
-- Build and push of the containerized API to DockerHub
+- Build and push of the containerized API to [DockerHub](https://hub.docker.com/r/grgmdmn/sentiment_api)
 
 ![GitHub Workflow](github_ci-cd.png)
 
diff --git a/docs/diagram.drawio b/docs/diagram.drawio
index 3fe871f..bc42c3f 100644
--- a/docs/diagram.drawio
+++ b/docs/diagram.drawio
@@ -1,6 +1,6 @@
 <mxfile host="app.diagrams.net" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/138.0.0.0 Safari/537.36" version="28.0.4">
   <diagram name="Page-1" id="gzNJPQwDk8eamCuovkMP">
-    <mxGraphModel dx="1072" dy="590" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="1169" pageHeight="827" background="#ffffff" math="0" shadow="0">
+    <mxGraphModel dx="1554" dy="855" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="1169" pageHeight="827" background="#ffffff" math="0" shadow="0">
       <root>
         <mxCell id="0" />
         <mxCell id="1" parent="0" />
@@ -250,7 +250,7 @@
           <mxGeometry relative="1" as="geometry">
             <mxPoint x="410" y="384" as="targetPoint" />
             <Array as="points">
-              <mxPoint x="1141" y="471" />
+              <mxPoint x="1141" y="460" />
               <mxPoint x="1141" y="770" />
               <mxPoint x="410" y="770" />
               <mxPoint x="410" y="384" />
@@ -259,7 +259,7 @@
         </mxCell>
         <mxCell id="vVvrGs-YRXqjEHhurR4v-107" value="Wrong&amp;nbsp;&lt;div&gt;prediction&lt;/div&gt;&lt;div&gt;report&lt;/div&gt;" style="edgeLabel;html=1;align=right;verticalAlign=middle;resizable=0;points=[];" parent="vVvrGs-YRXqjEHhurR4v-102" vertex="1" connectable="0">
           <mxGeometry x="-0.6286" y="-1" relative="1" as="geometry">
-            <mxPoint x="19" y="76" as="offset" />
+            <mxPoint x="19" y="83" as="offset" />
           </mxGeometry>
         </mxCell>
         <mxCell id="vVvrGs-YRXqjEHhurR4v-112" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fillColor=#a20025;strokeColor=#6F0000;strokeWidth=2;endArrow=none;endFill=0;" parent="1" edge="1">
@@ -284,6 +284,17 @@
         <mxCell id="vVvrGs-YRXqjEHhurR4v-118" value="API normal working" style="text;html=1;align=right;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=9;" parent="1" vertex="1">
           <mxGeometry x="1017" y="76" width="100" height="20" as="geometry" />
         </mxCell>
+        <mxCell id="kZBIOmEQYJXwvwtzTigl-1" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;endArrow=oval;endFill=1;strokeWidth=2;fillColor=#60a917;strokeColor=#2D7600;" edge="1" parent="1">
+          <mxGeometry relative="1" as="geometry">
+            <mxPoint x="970" y="624" as="targetPoint" />
+            <mxPoint x="1048" y="479" as="sourcePoint" />
+            <Array as="points">
+              <mxPoint x="1048" y="479" />
+              <mxPoint x="1130" y="479" />
+              <mxPoint x="1130" y="624" />
+            </Array>
+          </mxGeometry>
+        </mxCell>
       </root>
     </mxGraphModel>
   </diagram>
diff --git a/docs/diagram.drawio.png b/docs/diagram.drawio.png
index 9e4d6c5..d684dc8 100644
Binary files a/docs/diagram.drawio.png and b/docs/diagram.drawio.png differ
diff --git a/docs/mlflow_experiments_dashboard.png b/docs/mlflow_experiments_dashboard.png
index e7cc3aa..333d182 100644
Binary files a/docs/mlflow_experiments_dashboard.png and b/docs/mlflow_experiments_dashboard.png differ
diff --git a/presentation/presentation_modeles.xlsx b/presentation/presentation_modeles.xlsx
index 040d42c..4aeedea 100644
Binary files a/presentation/presentation_modeles.xlsx and b/presentation/presentation_modeles.xlsx differ
diff --git a/presentation/principes_et_solutions_MLOps.xlsx b/presentation/principes_et_solutions_MLOps.xlsx
new file mode 100644
index 0000000..29bb316
Binary files /dev/null and b/presentation/principes_et_solutions_MLOps.xlsx differ
diff --git a/presentation/~$presentation_modeles.xlsx b/presentation/~$principes_et_solutions_MLOps.xlsx
similarity index 100%
rename from presentation/~$presentation_modeles.xlsx
rename to presentation/~$principes_et_solutions_MLOps.xlsx