cards/machine-learning/learning-theories/learning-problem.md

1 Machine Learning Overview

#Statistical Learning #Machine Learning #Basics

A brief overview of machine learning

Cross Validation

#Learning Theory #Cross Validation

Cross validation is a method to estimate the [[risk]] The Learning Problem The learning problem …

ERM: Empirical Risk Minimization

#Data #Loss

In a [[learning problem]] The Learning Problem The learning problem proposed by Vapnik:1 Given a …

SRM: Structural Risk Minimization

#Data #Loss

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