Package: dials 1.2.1.9000
dials:Tools for Creating Tuning Parameter Values
Many models contain tuning parameters (i.e. parameters that cannot be directly estimated from the data). These tools can be used to define objects for creating, simulating, or validating values for such parameters.
Authors:
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dials.pdf |dials.html✨
dials/json (API)
NEWS
# Installdials in R: |
install.packages('dials',repos = c('https://tidymodels.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/tidymodels/dials/issues
Last updated 19 days agofrom:0dbeffdb2b
Exports:activationadjust_deg_freeall_neighborsbatch_sizeclass_weightsconditional_min_criterionconditional_test_statisticconditional_test_typeconfidence_factorcostcost_complexitydeg_freedegreedegree_intdiagonal_covariancedist_powerdropoutencode_unitepochsextract_parameter_dialsextrapolationfinalizefreq_cutfuzzy_thresholdingget_batch_sizesget_log_pget_nget_n_fracget_n_frac_rangeget_pget_rbf_rangegrid_latin_hypercubegrid_max_entropygrid_randomgrid_regulargrid_space_fillingharmonic_frequencyhas_unknownshidden_unitsinitial_umapis_unknownkernel_offsetLaplacelearn_rateloss_reductionlower_quantilemax_nodesmax_num_termsmax_rulesmax_timesmax_tokensmin_distmin_nmin_timesmin_uniquemixturemomentummtrymtry_longmtry_propneighborsnew_qual_paramnew_quant_paramno_global_pruningnum_breaksnum_clustersnum_compnum_hashnum_knotsnum_leavesnum_random_splitsnum_runsnum_termsnum_tokensover_ratioparametersparameters_constrpenaltypenalty_L1penalty_L2predictor_proppredictor_winnowingprior_mixture_thresholdprior_outcome_rangeprior_slab_dispersionprior_terminal_node_coefprior_terminal_node_expoprod_degreepruneprune_methodpull_dials_objectrange_getrange_setrange_validateranger_class_rulesranger_reg_rulesranger_split_rulesrate_decayrate_initialrate_largestrate_reductionrate_schedulerate_step_sizerate_stepsrbf_sigmaregularization_factorregularization_methodregularize_depthrule_bandssample_propsample_sizescale_factorscale_pos_weightselect_featuresshrinkage_correlationshrinkage_frequenciesshrinkage_variancesigned_hashsignificance_thresholdsmoothnessspline_degreesplitting_rulestop_itersummary_statsurv_distsurvival_linksvm_margintarget_weightthresholdtokentree_depthtreestrim_amountunbiased_rulesunder_ratiounique_cutunknownvalidation_set_propvalue_inversevalue_samplevalue_seqvalue_setvalue_transformvalue_validatevalues_activationvalues_initial_umapvalues_prune_methodvalues_regularization_methodvalues_schedulervalues_summary_statvalues_surv_distvalues_survival_linkvalues_test_statisticvalues_test_typevalues_tokenvalues_weight_funcvalues_weight_schemevocabulary_sizeweightweight_funcweight_schemewindow_size
Dependencies:clicolorspaceDiceDesigndplyrfansifarvergenericsgluehardhatlabelinglifecyclemagrittrmunsellpillarpkgconfigpurrrR6RColorBrewerrlangscalessfdtibbletidyselectutf8vctrsviridisLitewithr