Update README.md

README.md

@@ -9,19 +9,20 @@ app_file: app.py
 pinned: false
 ---
 
-# Stock Forecasting App
+# Stock Price Forecasting App
 
-Live demo of time-series forecasting models for stock price prediction.
+Live demo of time-series forecasting models comparison for stock prices.
 
 ## 🚀 Usage
-1. Enter stock symbol (e.g., AAPL, TSLA)
-2. Adjust forecast days
-3. Click "Analyze Stock"
+1. Enter any stock symbol (e.g., AAPL, TSLA, GOOGL)
+2. Click "Analyze Stock"
+3. View model performance comparison and stock statistics
 
-## 📊 Models
-- ARIMA, LSTM, Prophet, Naive
-- Best performer: Naive model
-- Evaluation: Rolling window validation
----
+## 📊 Models Compared
+- ARIMA (Statistical)
+- LSTM (Deep Learning)
+- Prophet (Facebook)
+- Naive (Baseline)
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+## 🎯 Key Finding
+Naive model outperformed complex models, demonstrating that simple approaches often work best in efficient markets.