Tutorials

This is a guide for optbinning new users with tutorials ranging from basic to advanced level for each supported target type.

Optimal binning tutorials

• Tutorial: optimal binning with binary target
• Tutorial: optimal binning with binary target - LocalSolver
• Tutorial: optimal binning with binary target - large scale
• Tutorial: optimal binning with continuous target
• Tutorial: optimal binning with multiclass target

Binning process tutorials

• Tutorial: Binning process with sklearn Pipeline
• Tutorial: FICO Explainable Machine Learning Challenge
• Tutorial: FICO Explainable Machine Learning Challenge - Updating Binning
• Tutorial: Telco customer churn

Scorecard tutorials

• Tutorial: Scorecard with binary target
• Tutorial: Scorecard with continuous target
• Tutorial: Scorecard monitoring
• Tutorial: Counterfactual explanations for scorecard with binary target
• Tutorial: Counterfactual explanations for scorecard with continuous target

Optimal piecewise binning tutorials

• Tutorial: optimal piecewise binning with binary target
• Tutorial: optimal piecewise binning with continuous target

Optimal binning for batch and streaming data processing

• Tutorial: optimal binning sketch with binary target
• Tutorial: optimal binning sketch with binary target using PySpark

Optimal binning under uncertainty

• Tutorial: optimal binning with binary target under uncertainty

Optimal binning 2D

• Tutorial: optimal binning 2D with binary target
• Tutorial: optimal binning 2D with continuous target