Update app.py

app.py

@@ -41,6 +41,7 @@ def recommend(img):
         results.append(train_ds[int(image_indices[i])]["pixel_values"])
     return results
 
+# Gradio interface
 demo = gr.Interface(
     fn=recommend,
     inputs=gr.Image(type="pil", label="Upload a landscape image"),
@@ -53,14 +54,26 @@ demo = gr.Interface(
     description="Upload a landscape image and receive visually similar recommendations."
 )
 
+# App layout with video below
 with gr.Blocks() as app:
     demo.render()
 
     gr.Markdown("---")
     gr.Markdown("## Project Presentation Video")
-    gr.Video(value="https://huggingface.co/spaces/MAY199/LANDSCAPE_RECOMMENDER/resolve/main/VIDEO.mp4", format="mp4")
- 
-app.launch()
-
 
+    gr.HTML("""
+    <div style="width:100%;max-width:900px;margin:0 auto;">
+      <div style="position:relative;padding-bottom:56.25%;height:0;overflow:hidden;border-radius:12px;">
+        <iframe
+          src="https://www.youtube.com/embed/nwbPAR7UApw"
+          title="Project presentation"
+          frameborder="0"
+          allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
+          allowfullscreen
+          style="position:absolute;top:0;left:0;width:100%;height:100%;">
+        </iframe>
+      </div>
+    </div>
+    """)
 
+app.launch()