Concepts2
📚TheoryAdvanced
Statistical Learning Theory
Statistical learning theory explains why a model that fits training data can still predict well on unseen data by relating true risk to empirical risk plus a complexity term.
#statistical learning theory#empirical risk minimization#structural risk minimization+11
📚TheoryAdvanced
VC Dimension
VC dimension measures how many distinct labelings a hypothesis class can realize on any set of points of a given size.
#vc dimension#vapnik chervonenkis#shattering+12