Multiclass Classification with XGBoost (Done Right)

For tabular multiclass classification, default to XGBoost. Same reasoning as binary: it dominates Kaggle and real-world tabular benchmarks, handles class imbalance with sample_weight, and gives you SHAP-based explanations as a side effect.

The differences from binary are real and worth understanding: