The Illusion of Accuracy: Why Gradient Descent Can Mislead Trading Forecasts

Traditional machine learning approaches in financial markets often model stock prices as time-series data, assuming that historical price patterns can predict future movements. However, this approach is fundamentally flawed because stock prices do no...