Cross Validation
Implement cross-validation for robust model evaluation
Risk Level
LOW
Core Rules
- Use stratified folds
- validate implementation
- test accuracy
Response Pattern
When Using This Skill
- Configure cross-validation
- evaluate models
- analyze results
- Ensure performance meets requirements
Usage Contexts
- Model evaluation
- performance estimation
What NOT to Do
- Data leakage
- poor fold strategy
- inaccurate estimation
Key Requirements
- Understand the use cases before application
- Follow the documented response pattern
- Validate results in the target environment
- Monitor for performance impact
Further Learning
Review related skills and documentation for deeper understanding of related systems and best practices.