Concepts2
📚TheoryIntermediate
Concentration Inequalities
Concentration inequalities give high-probability bounds that random outcomes stay close to their expectations, even without knowing the full distribution.
#concentration inequalities#hoeffding inequality#chernoff bound+12
📚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