The advent of machine learning has transformed our methodologies for tackling problems and making decisions. From predicting customer preferences to diagnosing medical conditions, the applications of machine learning are vast and continually expanding. One crucial concept that underlies the success of machine learning algorithms is the bias-variance trade-off.