Update app title and description to reflect Chronos-2

app.py

@@ -18,8 +18,8 @@ def load_pipeline():
 pipeline = load_pipeline()
 
 # Streamlit app interface
-st.title("Time Series Forecasting Demo with Deep Learning models")
-st.write("This demo uses the ChronosPipeline model for time series forecasting.")
+st.title("Time Series Forecasting Demo with Chronos-2")
+st.write("This demo uses **Chronos-2**, Amazon's state-of-the-art pretrained model for zero-shot time series forecasting.")
 
 # Default time series data (comma-separated)
 default_data = """
@@ -89,4 +89,4 @@ if time_series_data:
 
 # Note for comments, feedback, or questions
 st.write("### Notes")
-st.write("For comments, feedback, or any questions, please reach out to me on [LinkedIn](https://www.linkedin.com/in/mjdarvishi/).")
+st.write("For comments, feedback, or any questions, please reach out to me on [LinkedIn](https://www.linkedin.com/in/javadbayazi/).")