Monitoring & ops 13. Real-time drift detection — monitor input feature distributions and label distributions with alerts. 14. Performance monitoring — track key business metrics tied to model outputs, plus model-level metrics (AUC, accuracy, calibration). 15. Automated rollback — criteria and mechanisms to revert to last known-good model when alerts trigger.
Modeling 6. Hyperparameter search policy — fixed budget and reproducible seeds; log experiments. 7. Explainability artifacts — produce feature importance, partial dependence or SHAP summaries for each model.
Validation & Risk 8. Robust validation — use time-aware splits for temporal data and adversarial stress tests. 9. Calibration & uncertainty — temperature scaling or simple Bayesian techniques to get reliable probabilities. 10. Fairness checks — at-minimum group-performance parity diagnostics on protected attributes if applicable.
Deployment 11. Canary & shadow deployment — gradual rollout and offline shadow testing against production traffic. 12. Resource caps & latency budgets — enforce limits for CPU/GPU, memory, and p95 latency.
В ноябрьском обновлении Enlisted кардинально преобразился! Отдельные игровые кампании были объединены в 4 страны. Старое линейное развитие было заменено на ветки развития, и речь о прокачке не только стран, но и солдат. Вместо заявок теперь единая валюта — Серебро. А обновлённый матчмейкинг собирает бои из исторических противников, учитывая силу их оружия.
Об обновленииMonitoring & ops 13. Real-time drift detection — monitor input feature distributions and label distributions with alerts. 14. Performance monitoring — track key business metrics tied to model outputs, plus model-level metrics (AUC, accuracy, calibration). 15. Automated rollback — criteria and mechanisms to revert to last known-good model when alerts trigger.
Modeling 6. Hyperparameter search policy — fixed budget and reproducible seeds; log experiments. 7. Explainability artifacts — produce feature importance, partial dependence or SHAP summaries for each model.
Validation & Risk 8. Robust validation — use time-aware splits for temporal data and adversarial stress tests. 9. Calibration & uncertainty — temperature scaling or simple Bayesian techniques to get reliable probabilities. 10. Fairness checks — at-minimum group-performance parity diagnostics on protected attributes if applicable.
Deployment 11. Canary & shadow deployment — gradual rollout and offline shadow testing against production traffic. 12. Resource caps & latency budgets — enforce limits for CPU/GPU, memory, and p95 latency.
В нашем магазине можно купить редкие отряды, которые ускорят развитие и упростят знакомство со всеми возможностями Enlisted.