ISLP reference

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