Hyperparameters
ComponentLanguage-independent algorithm hyperparameters: an algorithm name and its hyperparameters, validated per-algorithm against schema.rtemis.org/hyperparameters/<algorithm>/v1. `algorithm` selects the variant and its settings are siblings of it, validated against the variant's own schema below. Anything not set takes rtemis's default, so an object holding only `algorithm` is that variant with every default.
Variants
The value of algorithm selects which schema applies.
GLMGLMHyperparametersGAMGAMHyperparametersGLMNETGLMNETHyperparametersGLMTreeGLMTreeHyperparametersSPLSSPLSHyperparametersMARSMARSHyperparametersLinearSVMLinearSVMHyperparametersRadialSVMRadialSVMHyperparametersCARTCARTHyperparametersRangerRangerHyperparametersLightCARTLightCARTHyperparametersLightRFLightRFHyperparametersLightGBMLightGBMHyperparametersLightRuleFitLightRuleFitHyperparametersBARTBARTHyperparametersIsotonicIsotonicHyperparametersMLPMLPHyperparametersTabNetTabNetHyperparametersKNNKNNHyperparametersHALHALHyperparametersMonotonicHALMonotonicHALHyperparametersLINADLINADHyperparametersLINADForestLINADForestHyperparametersNNLSNNLSHyperparametersSuperLearnerSuperLearnerHyperparametersModalityStackingModalityStackingHyperparametersConditionalSuperLearnerConditionalSuperLearnerHyperparameters
Properties
algorithmrequiredstringSupervised-learning algorithm name.
one of
"GLM""GAM""GLMNET""GLMTree""SPLS""MARS""LinearSVM""RadialSVM""CART""Ranger""LightCART""LightRF""LightGBM""LightRuleFit""BART""Isotonic""MLP""TabNet""KNN""HAL""MonotonicHAL""LINAD""LINADForest""NNLS""SuperLearner""ModalityStacking""ConditionalSuperLearner"