The non-linear and non-stationary nature of financial time series data poses significant challenges for standalone statistical and neural network methods. While predictive modeling in finance often focuses on volatility. there is a notable lack of research on predicting actual stock prices. particularly in the African market. https://allfixelectricales.shop/product-category/tube-expander-kit/