Understanding Bias and Variance: The Fundamental Trade-off in Machine Learning

Imagine that your task is to train a ML model. Your first attempt produces predictions that are way off the mark. This is underfitting. So, you try again. Choose a more complex model, and your model nails the training data, but stumbles on new data. ...