Understanding Underfitting, Overfitting, and the Bias-Variance Trade-Off in Machine Learning

Machine learning algorithms are used to make predictions or classifications based on data. However, these algorithms can sometimes make errors or fail to generalize to new data. Two common problems that can arise when using machine learning algorithm...