AI & MLSpecializedAIML-LTH-004

Online Learning and Regret

Learning from a stream against an adversary: regret as the performance measure, multiplicative weights as the algorithm.

Difficulty
5 / 5
Importance
3 / 5
Study time
1–2 h
Kind of work
Mixed

Why it matters

The learner can run multiplicative weights on a short expert sequence and explain what sublinear regret guarantees.

The route to this topic

Route AIML-LTH-004