#Uncertainty Sampling

Active Learning for Efficient Labeling in ML Systems

Comprehensive system design for active learning pipelines that minimize human labeling costs while maintaining model performance through intelligent sample selection.

• CategoryAI/ML System Design
• UpdatedJune 2, 2026
• Reading time38 min read