📄️ Classification – Binary
XClassifier provides transparent binary classification with real-time explainability. Unlike black-box models, you get instant insights into how predictions are made without needing surrogate models.
📄️ Classification – Multi-Class
Multi-Class Classification is currently in active development and will be available in an upcoming release of xplainable. We're working hard to bring you transparent, explainable multi-class models with the same ease of use you've come to expect.
📄️ Regression
XRegressor provides transparent regression modeling with real-time explainability. Unlike black-box models, you get instant insights into how predictions are made for continuous target variables.
📄️ Natural Language Processing
NLP Documentation coming soon
📄️ Preprocessing
XPipeline provides a comprehensive preprocessing framework with 15+ transformers designed for transparent machine learning workflows. Build reusable, interpretable preprocessing pipelines that integrate seamlessly with xplainable models.