machine-learning

SKILL.md

Production-grade machine learning with scikit-learn, XGBoost, and modern ML engineering practices.

| scikit-learn | Core ML library | 1.4+ | | XGBoost | Gradient boosting | 2.0+ | | LightGBM | Fast gradient boosting | 4.2+ | | CatBoost | Categorical boosting | 1.2+ | | imbalanced-learn | Sampling strategies | 0.12+ | | SHAP | Model interpretability | 0.44+ | | Optuna | Hyperparameter tuning | 3.5+ | | MLflow | Experiment tracking | 2.10+ |

| Issue | Symptoms | Root Cause | Fix |

Apprentissage supervisé et non supervisé, scikit-learn, XGBoost, évaluation de modèles, ingénierie de fonctionnalités pour le ML de production Source : pluginagentmarketplace/custom-plugin-data-engineer.

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