gmanch94

active-learning

gmanch94/claude-code-aidlc-template/.claude/skills/active-learning/SKILL.md

Designs an active learning strategy for annotation budget optimization — query strategy selection, uncertainty sampling, diversity sampling, batch selection, and stopping criteria. Use when annotation budget is limited, when asked which examples to label next, or when a model exists and you want to maximize improvement per annotation dollar.