ml-antipattern-validator

What problem does it solve?

This Skill detects and prevents 30+ ML antipatterns in data handling, evaluation, training, and deployment.

Core Features & Use Cases

• Data leakage detection: Identify target leakage, temporal leakage, and preprocessing leakage.
• Evaluation best practices: Emphasize proper three-way splits and appropriate metrics.
• Deployment readiness: Monitor drift, concept drift, and feedback loops.

Quick Start

Run an automated check against a training script to surface leakage patterns and recommended fixes.