concept-drift-analysis
CommunityRoot-cause concept drift from performance alerts.
AuthorDuqueOM
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Detect and diagnose concept drift in performance alerts by linking sliced performance metrics with ground-truth labels, enabling targeted remediation.
Core Features & Use Cases
- Read latest performance reports and slice-level metrics.
- Correlate AUC/F1 drops with ground-truth signals to distinguish data drift from model degradation.
- Provide actionable next steps for retraining or data-quality fixes, with traceable decision records.
Quick Start
Run concept-drift-analysis on the latest performance report to identify the root cause of a sliced AUC drop.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: concept-drift-analysis Download link: https://github.com/DuqueOM/ML-MLOps-Portfolio/archive/main.zip#concept-drift-analysis Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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