Introduction: In the ever-evolving realm of data science, achieving optimal model performance is a perpetual quest. One crucial concept that plays a pivotal role in this journey is the bias-variance tradeoff. Mastering this delicate equilibrium between bias and variance is essential for creating models that not only fit the training…