Modeva

An integrated toolkit for inherently interpretable model development and validation.

User Guide

• User Guide
  • Introduction
  • Data Processing
  • Interpretable Models
  • Model Wrapping
  • Model Calibration
  • Model Explainability
  • Diagnostic Suite
  • Low code

API Reference

• API Reference
  • DataSet
  • Feature Engineering
  • Linear Models
  • GLM Tree
  • GLM Tree Boost
  • Decision Tree
  • Random Forest
  • Gradient Boosting
  • XGBoost
  • LightGBM
  • CatBoost
  • ReLU-DNN
  • Neural Tree
  • GAMINet
  • DirectRS
  • ICL-MoE
  • GBDT Leaf Kernel
  • FuseKernel
  • Mixture of Experts
  • Model Zoo
  • Model Wrappers
  • Base Model Classes
  • Hyperparameter Tuning
  • Test Suite
  • Post-hoc Explainability
  • Inherent Interpretation
  • Performance
  • Weakness Detection
  • Residual Analysis
  • Overfit
  • Reliability
  • Robustness
  • Resilience
  • Fairness
  • Model Comparison
  • Validation Result
  • Pipeline
  • Utilities

Examples

• Examples
  • Get Started
  • Dataset
  • Feature Engineering
  • Model Development
  • Built-in Interpretable Models
  • External Models
  • Model Calibration
  • Hyperparameter Tuning
  • Model Validation
  • Model Residual
  • Model Performance
  • Overfit Detection
  • Reliability Analysis
  • Resilience Analysis
  • Robustness Analysis
  • Fairness Analysis
  • Explainability
  • Weakness Region Detection
  • Utilities

Installation

• Installation