updated dressing of page

app.py

@@ -258,10 +258,30 @@ demo.launch()
 """
 
 with gr.Blocks() as demo:
+    # Title
+    gr.Markdown("## 📊 NVDA Stock Prediction Using Neural Networks")
+
+    # Outputs
     output_summary = gr.Textbox(label="Prediction Summary", lines=6)
     output_table = gr.Dataframe(headers=["Prediction For Date", "Actual Close", "Predicted Close", "% Error", "±MAPE Range"], label="Prediction Table (2025+)")
+    
+    # Generate Button
     generate_btn = gr.Button("Generate")
-
     generate_btn.click(fn=predict_stock, inputs=[], outputs=[output_summary, output_table])
 
+    # External article link
+    gr.HTML("""<p style='margin-top: 20px;'><a href="https://prakashkota/blog3/" target="_blank">
+               👉 Read the full article here</a></p>""")
+
+    # Disclaimer paragraph
+    gr.HTML("""
+    <p style='font-size: 14px; color: gray; line-height: 1.5;'>
+    <strong>Disclaimer:</strong> The information provided in this article and through the linked prediction model is for educational and informational purposes only. 
+    It does not constitute financial, investment, or trading advice, and should not be relied upon as such.<br><br>
+    Any decisions made based on the model's output are solely at the user’s own risk. I make no guarantees regarding the accuracy, completeness, or reliability of the predictions. 
+    I am not responsible for any financial losses or gains resulting from the use of this model.<br><br>
+    Always consult with a licensed financial advisor before making any investment decisions.
+    </p>
+    """)
+
 demo.launch(share=True)