concept:second-order-boosting
Second Order Boosting
Second Order Boosting in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Trees, forests & gradient boosting
XGBoost: regularized boosting at scale
Use xgboost: regularized boosting at scale to move the trees & boosting production brief toward a defensible release.
Trees, forests & gradient boostingCalibrating and explaining ensembles
Use calibrating and explaining ensembles to move the trees & boosting production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.