#AIImpactOnForex Bias-Variance Tradeoff The bias-variance tradeoff is a fundamental concept in machine learning: - *High Bias (Underfitting)*: The model is too simple, failing to capture the underlying trend of the data. - *High Variance (Overfitting)*: The model is too complex, capturing noise as if it were a true signal. The goal is to find a balance where both bias and variance are minimized, ensuring the model generalizes well to new data.