fix AMLC page

Author: Loki-Silvres

_projects/8_project.md

@@ -2,7 +2,7 @@
 layout: page  
 title: Multimodal Price Regressor
 description: Smart product price prediction - Amazon ML Challenge 2025
-img: assets/img/AMLC2025-Final-drawio.png  
+img: assets/img/AMLC2025-Final.drawio.png  
 importance: 1
 category: machine learning
 ---
@@ -17,7 +17,7 @@ This project showcases a **multimodal learning** approach to predict product pri
 
 <div class="row">
    <div class="col-sm mt-3 mt-md-0">
-       {% include figure.liquid path="assets/img/AMLC2025-Final.drawio.png" title="Solution Architecture" class="img-fluid rounded z-depth-1" %}
+       {% include figure.liquid path="assets/img/AMLC-architecture.jpeg" title="Solution Architecture" class="img-fluid rounded z-depth-1" %}
    </div>
 </div>
 <div class="caption">