cards/machine-learning/learning-theories/empirical-risk-minimization.md

2 Bias-Variance

#Statistical Learning #Basics

Bias Variance Trade off is a key concept in statistical learning

The Learning Problem

#Learning Theory

The learning problem proposed by Vapnik:1 Given a sample: $\{z_i\}$ in the probability space $Z$; …

SRM: Structural Risk Minimization

#Data #Loss

[[ERM]] ERM: Empirical Risk Minimization In a [[learning problem]] The Learning Problem The learning …