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    Technical Best Practices

    From The Foundation for Best Practices in Machine Learning

    Overview page of the Technical Best Practices

    1. Definitions
    A - PRODUCT MANAGEMENT
    2. Team Composition
    3. Context
    4. Problem Mapping
    5. Model Decision-Making
    6. Management & Monitoring
    7. Privacy
    8. Testing
    9. Managing Expectations
    10. Project Checkpoints
    B - MODEL DESIGN, DEVELOPMENT AND PRODUCTION
    11. Fairness & Non-Discrimination
    12. Data Quality
    13. Representativeness & Specification
    14. Performance Robustness
    15. Monitoring & Maintenance
    16. Explainability
    17. Security
    18. Safety
    19. Human-Centric Design
    20. Systemic Stability
    21. Product Traceability
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