Machine Learning, Signal Processing, Bayesian Statistics, Editors Pick, Getting Started.
Bias-Variance Trade-off Bias-variance trade-off is one of the most well-known concepts used in machine learning and statistics. The idea is that you can express the MSE as the sum of bias square and the variance. Therefore for a fixed MSE lowering the bias leads to increasing the variance, hence