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@@ -45,13 +45,6 @@ The goal is to forecast future stock values and evaluate which approach generali
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  **Conclusion:** LSTM significantly outperforms ARIMA with lower RMSE and MAPE, showing its ability to capture nonlinear patterns in stock prices.
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- ## Example Forecast Plot
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- Below is an example forecast visualization (LSTM predictions vs actual stock prices):
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- ![Forecast Example](./forecast.png)
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  ## ARIMA vs LSTM Forecasts
 
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  **Conclusion:** LSTM significantly outperforms ARIMA with lower RMSE and MAPE, showing its ability to capture nonlinear patterns in stock prices.
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  ## ARIMA vs LSTM Forecasts