Design Patterns MCP Server

{ "id": "active-learning", "name": "Active Learning", "category": "AI/ML", "description": "Selectively queries for labels on most informative examples", "when_to_use": "Limited labeled data\nExpensive labeling\nContinuous learning", "benefits": "Efficient labeling\nImproved performance\nCost reduction\nTargeted learning", "drawbacks": "Complex implementation\nQuery strategy critical\nCold start problem", "use_cases": "Data annotation\nModel improvement\nHuman-in-loop", "complexity": "High", "tags": [ "active-learning", "labeling", "optimization" ] }