Update app.py

app.py

@@ -18,6 +18,7 @@ st.markdown("""
 
 # Title
 st.markdown("<h1 style='color: #003366;'>Understanding K-Nearest Neighbors (KNN)</h1>", unsafe_allow_html=True)
+st.image("https://cdn-uploads.huggingface.co/production/uploads/66be28cc7e8987822d129400/7vQBEhJAO_Bju6_SsK0Ms.png")
 
 # Introduction
 st.write("""
@@ -131,7 +132,7 @@ st.write("""
 # Link to implementation
 st.markdown("<h2 style='color: #003366;'>KNN Code Implementation</h2>", unsafe_allow_html=True)
 st.markdown(
-    "<a href='https://colab.research.google.com/drive/11wk6wt7sZImXhTqzYrre3ic4oj3KFC4M?usp=sharing' target='_blank' style='font-size: 16px; color: #003366;'>Click here to view the notebook</a>",
+    "<a href='https://colab.research.google.com/drive/12lD7ceLj5BPiB6tgxaWXciB1IOMYGyZg#scrollTo=96210031-7967-41c4-9de2-56135c423404' target='_blank' style='font-size: 16px; color: #003366;'>Click here to view the notebook</a>",
     unsafe_allow_html=True
 )