Model Development#

This section contains several example galleries generated using different plotting backends.

ModelZoo

Built-in Interpretable Models#

Examples of building interpretable models in modeva.

Logistic Regression (Classification)

Logistic Regression (Classification)

Linear Regression (Regression)

Linear Regression (Regression)

Decision Tree Classification

Decision Tree Classification

Decision Tree Regression

Decision Tree Regression

MoReLUDNN Classification

MoReLUDNN Classification

MoReLUDNN Regression

MoReLUDNN Regression

GAMINet Classification

GAMINet Classification

GAMINet Regression

GAMINet Regression

Mixture of Expert (MoE) Classification

Mixture of Expert (MoE) Classification

Mixture of Expert (MoE) Regression

Mixture of Expert (MoE) Regression

Linear Tree Classification

Linear Tree Classification

Linear Tree Regression

Linear Tree Regression

Tree Ensemble Models (Classification)

Tree Ensemble Models (Classification)

Tree Ensemble Models (Regression)

Tree Ensemble Models (Regression)

External Models#

Examples of wrapping external models into Modeva.

Wrapping H2O Models

Wrapping H2O Models

Wrapping PySpark Models

Wrapping PySpark Models

Wrapping sklearn-style Models

Wrapping sklearn-style Models

Wrapping Arbitrary Classifier

Wrapping Arbitrary Classifier

Wrapping Arbitrary Regressor

Wrapping Arbitrary Regressor

Wrapping Scored Classifier

Wrapping Scored Classifier

Wrapping Scored Regressor

Wrapping Scored Regressor

Model Calibration#

Examples of calibrating models in modeva.

Calibrating Binary Classifier

Calibrating Binary Classifier

Calibrating Binary Classifier Prediction Interval

Calibrating Binary Classifier Prediction Interval

Calibrating Regressor Prediction Interval

Calibrating Regressor Prediction Interval

Hyperparameter Tuning#

Examples of tune models in modeva.

Grid Search

Random Search

Particle Swarm Optimization Search

Particle Swarm Optimization Search

Tuning with optuna (Experimental)

Tuning with optuna (Experimental)

Gallery generated by Sphinx-Gallery