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README.md

@@ -54,6 +54,13 @@ Below is an example forecast visualization (LSTM predictions vs actual stock pri
 ![Forecast Example](./forecast.png)
 
 ---
+## 📊 ARIMA vs LSTM Forecasts
+
+**ARIMA Forecast:**
+![ARIMA](./forecast_arima.png)
+
+**LSTM Forecast:**
+![LSTM](./forecast.png)
 
 ## 🚀 Deployment
 - Model hosted on **Hugging Face Hub**