Index _ | A | B | C | D | E | F | G | H | I | L | M | N | O | P | R | S | T | U | V | X | Z _ __init__() (ISLP.bart.bart.BART method) (ISLP.bart.bart.SampleSplittingVariable method) (ISLP.bart.particle_tree.ParticleTree method) (ISLP.bart.tree.BaseNode method) (ISLP.bart.tree.LeafNode method) (ISLP.bart.tree.SplitNode method) (ISLP.bart.tree.Tree method) (ISLP.models.columns.Column method) (ISLP.models.generic_selector.FeatureSelector method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.Feature method) (ISLP.models.model_spec.ModelSpec method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) (ISLP.models.strategy.MinMaxCandidates method) (ISLP.models.strategy.Stepwise method) (ISLP.models.strategy.Strategy method) (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) A add_module() (ISLP.torch.lightning.SimpleModule method) all_gather() (ISLP.torch.lightning.SimpleModule method) anova() (in module ISLP.pygam) apply() (ISLP.torch.lightning.SimpleModule method) approx_lam() (in module ISLP.pygam) automatic_optimization (ISLP.torch.lightning.SimpleModule property) B backward() (ISLP.torch.lightning.SimpleModule method) BART (class in ISLP.bart.bart) BaseNode (class in ISLP.bart.tree) bfloat16() (ISLP.torch.lightning.SimpleModule method) binary_classification() (ISLP.torch.lightning.SimpleModule static method) bs() (in module ISLP.models.model_spec) BSpline (class in ISLP.transforms) buffers() (ISLP.torch.lightning.SimpleModule method) build_columns() (in module ISLP.models.model_spec) build_model() (in module ISLP.models.model_spec) build_sequence() (ISLP.models.model_spec.ModelSpec method) build_submodel (ISLP.models.strategy.Strategy attribute) build_submodel() (ISLP.models.model_spec.ModelSpec method) C call_super_init (ISLP.torch.lightning.SimpleModule attribute) candidate_states (ISLP.models.strategy.Strategy attribute) candidate_states() (ISLP.models.strategy.MinMaxCandidates method) (ISLP.models.strategy.Stepwise method) check_finished (ISLP.models.strategy.Strategy attribute) check_finished() (ISLP.models.strategy.MinMaxCandidates method) (ISLP.models.strategy.Stepwise method) CHECKPOINT_HYPER_PARAMS_KEY (ISLP.torch.lightning.SimpleDataModule attribute) (ISLP.torch.lightning.SimpleModule attribute) CHECKPOINT_HYPER_PARAMS_NAME (ISLP.torch.lightning.SimpleDataModule attribute) (ISLP.torch.lightning.SimpleModule attribute) CHECKPOINT_HYPER_PARAMS_TYPE (ISLP.torch.lightning.SimpleDataModule attribute) (ISLP.torch.lightning.SimpleModule attribute) children() (ISLP.torch.lightning.SimpleModule method) classification() (ISLP.torch.lightning.SimpleModule static method) clip_gradients() (ISLP.torch.lightning.SimpleModule method) Column (class in ISLP.models.columns) columns (ISLP.models.columns.Column attribute) compile() (ISLP.torch.lightning.SimpleModule method) compute_linkage() (in module ISLP.cluster) configure_callbacks() (ISLP.torch.lightning.SimpleModule method) configure_gradient_clipping() (ISLP.torch.lightning.SimpleModule method) configure_model() (ISLP.torch.lightning.SimpleModule method) configure_optimizers() (ISLP.torch.lightning.SimpleModule method) configure_sharded_model() (ISLP.torch.lightning.SimpleModule method) confusion_table() (in module ISLP) Contrast (class in ISLP.models.model_spec) contrast() (in module ISLP.models.model_spec) copy() (ISLP.bart.tree.Tree method) count() (ISLP.models.columns.Column method) (ISLP.models.model_spec.Feature method) (ISLP.models.strategy.Strategy method) cpu() (ISLP.torch.lightning.SimpleModule method) cuda() (ISLP.torch.lightning.SimpleModule method) current_epoch (ISLP.torch.lightning.SimpleModule property) D degrees_of_freedom() (in module ISLP.pygam) delete_node() (ISLP.bart.tree.Tree method) derived_feature() (in module ISLP.models.model_spec) device (ISLP.torch.lightning.SimpleModule property) discrete_uniform_sampler() (in module ISLP.bart.particle_tree) double() (ISLP.torch.lightning.SimpleModule method) dtype (ISLP.torch.lightning.SimpleModule property) dump_patches (ISLP.torch.lightning.SimpleModule attribute) E encoder (ISLP.models.columns.Column attribute) (ISLP.models.model_spec.Feature attribute) ErrorTracker (class in ISLP.torch.lightning) eval() (ISLP.torch.lightning.SimpleModule method) example_input_array (ISLP.torch.lightning.SimpleModule property) extra_repr() (ISLP.torch.lightning.SimpleModule method) F fabric (ISLP.torch.lightning.SimpleModule property) Feature (class in ISLP.models.model_spec) FeatureSelector (class in ISLP.models.generic_selector) first_peak() (in module ISLP.models.strategy) (ISLP.models.strategy.Stepwise static method) fit() (ISLP.bart.bart.BART method) (ISLP.models.generic_selector.FeatureSelector method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) fit_encoder() (in module ISLP.models.model_spec) (ISLP.models.columns.Column method) fit_transform() (ISLP.models.generic_selector.FeatureSelector method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) fixed_steps() (in module ISLP.models.strategy) (ISLP.models.strategy.Stepwise static method) float() (ISLP.torch.lightning.SimpleModule method) forward() (ISLP.torch.lightning.SimpleModule method) freeze() (ISLP.torch.lightning.SimpleModule method) from_datasets() (ISLP.torch.lightning.SimpleDataModule class method) fromarrays() (ISLP.torch.lightning.SimpleDataModule static method) G get_buffer() (ISLP.torch.lightning.SimpleModule method) get_columns() (ISLP.models.columns.Column method) get_extra_state() (ISLP.torch.lightning.SimpleModule method) get_idx_left_child() (ISLP.bart.tree.BaseNode method) (ISLP.bart.tree.LeafNode method) (ISLP.bart.tree.SplitNode method) get_idx_parent_node() (ISLP.bart.tree.BaseNode method) (ISLP.bart.tree.LeafNode method) (ISLP.bart.tree.SplitNode method) get_idx_right_child() (ISLP.bart.tree.BaseNode method) (ISLP.bart.tree.LeafNode method) (ISLP.bart.tree.SplitNode method) get_metadata_routing() (ISLP.bart.bart.BART method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) get_metric_dict() (ISLP.models.generic_selector.FeatureSelector method) get_new_idx_data_points() (in module ISLP.bart.particle_tree) get_node() (ISLP.bart.tree.Tree method) get_parameter() (ISLP.torch.lightning.SimpleModule method) get_params() (ISLP.bart.bart.BART method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) get_submodule() (ISLP.torch.lightning.SimpleModule method) global_rank (ISLP.torch.lightning.SimpleModule property) global_step (ISLP.torch.lightning.SimpleModule property) grow_tree() (in module ISLP.bart.particle_tree) (ISLP.bart.tree.Tree method) H half() (ISLP.torch.lightning.SimpleModule method) hparams (ISLP.torch.lightning.SimpleDataModule property) (ISLP.torch.lightning.SimpleModule property) hparams_initial (ISLP.torch.lightning.SimpleDataModule property) (ISLP.torch.lightning.SimpleModule property) I idx (ISLP.models.columns.Column attribute) increment_loglikelihood() (ISLP.bart.particle_tree.ParticleTree method) incremental_loglikelihood() (in module ISLP.bart.likelihood) index() (ISLP.models.columns.Column method) (ISLP.models.model_spec.Feature method) (ISLP.models.strategy.Strategy method) init_particles() (ISLP.bart.bart.BART method) init_tree() (ISLP.bart.tree.Tree static method) initial_state (ISLP.models.strategy.Strategy attribute) Interaction (class in ISLP.transforms) ipu() (ISLP.torch.lightning.SimpleModule method) is_categorical (ISLP.models.columns.Column attribute) is_ordinal (ISLP.models.columns.Column attribute) ISLP module, [1] ISLP.bart.bart module ISLP.bart.likelihood module ISLP.bart.particle_tree module ISLP.bart.tree module ISLP.cluster module ISLP.models module ISLP.models.columns module ISLP.models.generic_selector module ISLP.models.model_spec module ISLP.models.sklearn_wrap module ISLP.models.strategy module ISLP.pygam module ISLP.survival module ISLP.svm module ISLP.torch module ISLP.torch.imdb module ISLP.torch.lightning module ISLP.transforms module L LeafNode (class in ISLP.bart.tree) load_data() (in module ISLP) load_from_checkpoint() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) load_lookup() (in module ISLP.torch.imdb) load_sequential() (in module ISLP.torch.imdb) load_sparse() (in module ISLP.torch.imdb) load_state_dict() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) load_tensor() (in module ISLP.torch.imdb) local_rank (ISLP.torch.lightning.SimpleModule property) log() (ISLP.torch.lightning.SimpleModule method) log_dict() (ISLP.torch.lightning.SimpleModule method) logger (ISLP.torch.lightning.SimpleModule property) loggers (ISLP.torch.lightning.SimpleModule property) lr_scheduler_step() (ISLP.torch.lightning.SimpleModule method) lr_schedulers() (ISLP.torch.lightning.SimpleModule method) M manual_backward() (ISLP.torch.lightning.SimpleModule method) marginal_loglikelihood() (in module ISLP.bart.likelihood) (ISLP.bart.particle_tree.ParticleTree method) min_max() (in module ISLP.models.strategy) MinMaxCandidates (class in ISLP.models.strategy) ModelSpec (class in ISLP.models.model_spec) module ISLP, [1] ISLP.bart.bart ISLP.bart.likelihood ISLP.bart.particle_tree ISLP.bart.tree ISLP.cluster ISLP.models ISLP.models.columns ISLP.models.generic_selector ISLP.models.model_spec ISLP.models.sklearn_wrap ISLP.models.strategy ISLP.pygam ISLP.survival ISLP.svm ISLP.torch ISLP.torch.imdb ISLP.torch.lightning ISLP.transforms modules() (ISLP.torch.lightning.SimpleModule method) N name (ISLP.models.columns.Column attribute) (ISLP.models.model_spec.Feature attribute) (ISLP.torch.lightning.SimpleDataModule attribute) named_buffers() (ISLP.torch.lightning.SimpleModule method) named_children() (ISLP.torch.lightning.SimpleModule method) named_modules() (ISLP.torch.lightning.SimpleModule method) named_parameters() (ISLP.torch.lightning.SimpleModule method) names (ISLP.models.model_spec.ModelSpec property) NaturalSpline (class in ISLP.transforms) ns() (in module ISLP.models.model_spec) O on_after_backward() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_after_batch_transfer() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) on_before_backward() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_before_batch_transfer() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) on_before_optimizer_step() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_before_zero_grad() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_exception() (ISLP.torch.lightning.ErrorTracker method) on_fit_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_fit_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_gpu (ISLP.torch.lightning.SimpleModule property) on_load_checkpoint() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_predict_batch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_predict_batch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_predict_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_predict_epoch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_predict_epoch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_predict_model_eval() (ISLP.torch.lightning.SimpleModule method) on_predict_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_sanity_check_end() (ISLP.torch.lightning.ErrorTracker method) on_sanity_check_start() (ISLP.torch.lightning.ErrorTracker method) on_save_checkpoint() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_test_batch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_test_batch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_test_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_test_epoch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_test_epoch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_test_model_eval() (ISLP.torch.lightning.SimpleModule method) on_test_model_train() (ISLP.torch.lightning.SimpleModule method) on_test_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_train_batch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_train_batch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_train_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_train_epoch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_train_epoch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_train_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_validation_batch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_validation_batch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_validation_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_validation_epoch_end() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_validation_epoch_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) on_validation_model_eval() (ISLP.torch.lightning.SimpleModule method) on_validation_model_train() (ISLP.torch.lightning.SimpleModule method) on_validation_model_zero_grad() (ISLP.torch.lightning.SimpleModule method) on_validation_start() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleModule method) optimizer_step() (ISLP.torch.lightning.SimpleModule method) optimizer_zero_grad() (ISLP.torch.lightning.SimpleModule method) optimizers() (ISLP.torch.lightning.SimpleModule method) ordinal() (in module ISLP.models.model_spec) override_encoder_colnames (ISLP.models.model_spec.Feature attribute) P parameters() (ISLP.torch.lightning.SimpleModule method) ParticleTree (class in ISLP.bart.particle_tree) pca() (in module ISLP.models.model_spec) plot() (in module ISLP.pygam) (in module ISLP.svm) Poly (class in ISLP.transforms) poly() (in module ISLP.models.model_spec) postprocess (ISLP.models.strategy.Strategy attribute) predict() (ISLP.bart.bart.BART method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) predict_dataloader() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) predict_out_of_sample() (ISLP.bart.tree.Tree method) predict_output() (ISLP.bart.tree.Tree method) predict_step() (ISLP.torch.lightning.SimpleModule method) prepare_data() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) print() (ISLP.torch.lightning.SimpleModule method) pure_columns (ISLP.models.model_spec.Feature attribute) R rec_num_workers() (in module ISLP.torch) register_backward_hook() (ISLP.torch.lightning.SimpleModule method) register_buffer() (ISLP.torch.lightning.SimpleModule method) register_forward_hook() (ISLP.torch.lightning.SimpleModule method) register_forward_pre_hook() (ISLP.torch.lightning.SimpleModule method) register_full_backward_hook() (ISLP.torch.lightning.SimpleModule method) register_full_backward_pre_hook() (ISLP.torch.lightning.SimpleModule method) register_load_state_dict_post_hook() (ISLP.torch.lightning.SimpleModule method) register_module() (ISLP.torch.lightning.SimpleModule method) register_parameter() (ISLP.torch.lightning.SimpleModule method) register_state_dict_pre_hook() (ISLP.torch.lightning.SimpleModule method) regression() (ISLP.torch.lightning.SimpleModule static method) requires_grad_() (ISLP.torch.lightning.SimpleModule method) rvs() (ISLP.bart.bart.SampleSplittingVariable method) S sample_tree_sequential() (ISLP.bart.particle_tree.ParticleTree method) sample_values() (ISLP.bart.particle_tree.ParticleTree method) SampleSplittingVariable (class in ISLP.bart.bart) save_hyperparameters() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) score() (ISLP.bart.bart.BART method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) set_extra_state() (ISLP.torch.lightning.SimpleModule method) set_fit_request() (ISLP.bart.bart.BART method) set_node() (ISLP.bart.tree.Tree method) set_output() (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) set_params() (ISLP.bart.bart.BART method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) set_resid() (ISLP.bart.particle_tree.ParticleTree method) set_score_request() (ISLP.bart.bart.BART method) (ISLP.models.sklearn_wrap.sklearn_selected method) (ISLP.models.sklearn_wrap.sklearn_selection_path method) (ISLP.models.sklearn_wrap.sklearn_sm method) setup() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) share_memory() (ISLP.torch.lightning.SimpleModule method) sim_time() (in module ISLP.survival) SimpleDataModule (class in ISLP.torch.lightning) SimpleModule (class in ISLP.torch.lightning) sklearn_selected (class in ISLP.models.sklearn_wrap) sklearn_selection_path (class in ISLP.models.sklearn_wrap) sklearn_sm (class in ISLP.models.sklearn_wrap) SplitNode (class in ISLP.bart.tree) staged_predict() (ISLP.bart.bart.BART method) state_dict() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) state_key (ISLP.torch.lightning.ErrorTracker property) Stepwise (class in ISLP.models.strategy) Strategy (class in ISLP.models.strategy) strict_loading (ISLP.torch.lightning.SimpleModule property) summarize() (in module ISLP.models) T T_destination (ISLP.torch.lightning.SimpleModule attribute) teardown() (ISLP.torch.lightning.ErrorTracker method) (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) test_dataloader() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) test_step() (ISLP.torch.lightning.SimpleModule method) to() (ISLP.torch.lightning.SimpleModule method) to_empty() (ISLP.torch.lightning.SimpleModule method) to_onnx() (ISLP.torch.lightning.SimpleModule method) to_torchscript() (ISLP.torch.lightning.SimpleModule method) toggle_optimizer() (ISLP.torch.lightning.SimpleModule method) train() (ISLP.torch.lightning.SimpleModule method) train_dataloader() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) trainer (ISLP.torch.lightning.SimpleModule property) training (ISLP.torch.lightning.SimpleModule attribute) training_step() (ISLP.torch.lightning.SimpleModule method) transfer_batch_to_device() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) transform() (ISLP.models.generic_selector.FeatureSelector method) (ISLP.models.model_spec.Contrast method) (ISLP.models.model_spec.ModelSpec method) (ISLP.transforms.BSpline method) (ISLP.transforms.Interaction method) (ISLP.transforms.NaturalSpline method) (ISLP.transforms.Poly method) Tree (class in ISLP.bart.tree) type() (ISLP.torch.lightning.SimpleModule method) U unfreeze() (ISLP.torch.lightning.SimpleModule method) untoggle_optimizer() (ISLP.torch.lightning.SimpleModule method) update_results_check() (ISLP.models.generic_selector.FeatureSelector method) use_transform (ISLP.models.model_spec.Feature attribute) V val_dataloader() (ISLP.torch.lightning.SimpleDataModule method) (ISLP.torch.lightning.SimpleModule method) validation_step() (ISLP.torch.lightning.SimpleModule method) validator_from_constraints() (in module ISLP.models.strategy) variables (ISLP.models.model_spec.Feature attribute) X xpu() (ISLP.torch.lightning.SimpleModule method) Z zero_grad() (ISLP.torch.lightning.SimpleModule method)