Update app.py

app.py

@@ -484,9 +484,28 @@ with tab2:
     # Link to documentation/more info
     st.markdown(
         '<p class="about-text">For more information about the modeling process (from loading the dataset to fine-tuning '
-        'the model), check here: <a href="#" style="color: #2563eb;">Documentation</a> (Coming Soon)</p>',
+        'the model), check here: <a href="https://github.com/ifiecas/bankloan2" target="_blank" style="color: #2563eb;">Github</a></p>',
         unsafe_allow_html=True
     )
+    
+    # YouTube video section
+    st.markdown('<h2 class="section-header">Brief Explanation</h2>', unsafe_allow_html=True)
+    st.markdown('<p class="about-text">Watch this video for a brief explanation of the assessment:</p>', unsafe_allow_html=True)
+    
+    # YouTube embed with responsive container
+    st.markdown("""
+    <div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden; margin-bottom: 20px;">
+        <iframe 
+            style="position: absolute; top: 0; left: 0; width: 100%; height: 100%;" 
+            src="https://www.youtube.com/embed/y88GidhkAE8?si=iesfB084u4qrtPB_" 
+            title="Assessment Explanation" 
+            frameborder="0" 
+            allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" 
+            allowfullscreen>
+        </iframe>
+    </div>
+    """, unsafe_allow_html=True)
+    
     st.markdown('</div>', unsafe_allow_html=True)
     
     # Author section with profile
@@ -498,7 +517,7 @@ with tab2:
         '  <div class="author-image">IF</div>'
         '  <div>'
         '    <p style="margin: 0; font-weight: 600; color: #1f2937;">Ivy Fiecas-Borjal</p>'
-        '    <p style="margin: 0; font-size: 14px; color: #6b7280;">Data Scientist & Developer</p>'
+        '    <p style="margin: 0; font-size: 14px; color: #6b7280;">Building with AI & ML | Biz Dev in Tech</p>'
         '    <p style="margin-top: 5px; font-size: 14px;">'
         '      <a href="https://ifiecas.com/" target="_blank" style="color: #2563eb; text-decoration: none;">Visit Portfolio</a>'
         '    </p>'