pytorch_tabular:用于对表格数据的深度学习模型进行建模的标准框架

[{"title":"（ 99 个子文件 34.8MB ） pytorch_tabular:用于对表格数据的深度学习模型进行建模的标准框架","children":[{"title":"pytorch_tabular-main","children":[{"title":"MANIFEST.in <span style='color:#111;'> 258B </span>","children":null,"spread":false},{"title":".github","children":[{"title":"ISSUE_TEMPLATE","children":[{"title":"bug_report.md <span style='color:#111;'> 834B </span>","children":null,"spread":false},{"title":"feature_request.md <span style='color:#111;'> 595B </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"pytorch_tabular","children":[{"title":"models","children":[{"title":"category_embedding","children":[{"title":"config.py <span style='color:#111;'> 5.21KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 224B </span>","children":null,"spread":false},{"title":"category_embedding_model.py <span style='color:#111;'> 3.82KB </span>","children":null,"spread":false}],"spread":true},{"title":"node","children":[{"title":"config.py <span style='color:#111;'> 11.15KB </span>","children":null,"spread":false},{"title":"utils.py <span style='color:#111;'> 7.66KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 134B </span>","children":null,"spread":false},{"title":"node_model.py <span style='color:#111;'> 4.85KB </span>","children":null,"spread":false},{"title":"architecture_blocks.py <span style='color:#111;'> 2.31KB </span>","children":null,"spread":false},{"title":"odst.py <span style='color:#111;'> 8.79KB </span>","children":null,"spread":false}],"spread":true},{"title":"__init__.py <span style='color:#111;'> 1.03KB </span>","children":null,"spread":false},{"title":"mixture_density","children":[{"title":"config.py <span style='color:#111;'> 17.83KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 421B </span>","children":null,"spread":false},{"title":"mdn.py <span style='color:#111;'> 15.16KB </span>","children":null,"spread":false}],"spread":true},{"title":"base_model.py <span style='color:#111;'> 10.01KB </span>","children":null,"spread":false},{"title":"tabnet","children":[{"title":"config.py <span style='color:#111;'> 5.14KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 158B </span>","children":null,"spread":false},{"title":"tabnet_model.py <span style='color:#111;'> 2.57KB </span>","children":null,"spread":false}],"spread":true},{"title":"autoint","children":[{"title":"autoint.py <span style='color:#111;'> 6.51KB </span>","children":null,"spread":false},{"title":"config.py <span style='color:#111;'> 7.29KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 149B </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"utils.py <span style='color:#111;'> 3.23KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 473B </span>","children":null,"spread":false},{"title":"tabular_datamodule.py <span style='color:#111;'> 22.81KB </span>","children":null,"spread":false},{"title":"config","children":[{"title":"config.py <span style='color:#111;'> 24.04KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 341B </span>","children":null,"spread":false}],"spread":true},{"title":"tabular_model.py <span style='color:#111;'> 35.28KB </span>","children":null,"spread":false},{"title":"feature_extractor.py <span style='color:#111;'> 3.98KB </span>","children":null,"spread":false},{"title":"categorical_encoders.py <span style='color:#111;'> 9.40KB </span>","children":null,"spread":false}],"spread":true},{"title":".vscode","children":[{"title":"launch.json <span style='color:#111;'> 496B </span>","children":null,"spread":false},{"title":"settings.json <span style='color:#111;'> 243B </span>","children":null,"spread":false}],"spread":true},{"title":"requirements_extra.txt <span style='color:#111;'> 29B </span>","children":null,"spread":false},{"title":"requirements_testing.txt <span style='color:#111;'> 214B </span>","children":null,"spread":false},{"title":"requirements.txt <span style='color:#111;'> 287B </span>","children":null,"spread":false},{"title":"examples","children":[{"title":"adhoc_scaffold.py <span style='color:#111;'> 3.44KB </span>","children":null,"spread":false},{"title":"to_test_regression.py <span style='color:#111;'> 4.00KB </span>","children":null,"spread":false},{"title":"classification_with_NODE.ipynb <span style='color:#111;'> 122.92KB </span>","children":null,"spread":false},{"title":"regression_with_MDN.ipynb <span style='color:#111;'> 51.66MB </span>","children":null,"spread":false},{"title":"yaml_config","children":[{"title":"model_config.yml <span style='color:#111;'> 533B </span>","children":null,"spread":false},{"title":"optimizer_config.yml <span style='color:#111;'> 150B </span>","children":null,"spread":false},{"title":"trainer_config.yml <span style='color:#111;'> 450B </span>","children":null,"spread":false},{"title":"data_config.yml <span style='color:#111;'> 978B </span>","children":null,"spread":false}],"spread":true},{"title":"to_test_classification.py <span style='color:#111;'> 4.88KB </span>","children":null,"spread":false},{"title":"to_test_regression_custom_models.py <span style='color:#111;'> 14.93KB </span>","children":null,"spread":false},{"title":"to_test_node.py <span style='color:#111;'> 4.83KB </span>","children":null,"spread":false}],"spread":true},{"title":".travis.yml <span style='color:#111;'> 1.06KB </span>","children":null,"spread":false},{"title":"mkdocs.yml <span style='color:#111;'> 1.97KB </span>","children":null,"spread":false},{"title":"tox.ini <span style='color:#111;'> 397B </span>","children":null,"spread":false},{"title":"LICENSE <span style='color:#111;'> 1.04KB </span>","children":null,"spread":false},{"title":"setup.cfg <span style='color:#111;'> 678B </span>","children":null,"spread":false},{"title":"setup.py <span style='color:#111;'> 2.07KB </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 5.83KB </span>","children":null,"spread":false},{"title":"Makefile <span style='color:#111;'> 2.00KB </span>","children":null,"spread":false},{"title":"docs","children":[{"title":"history.md <span style='color:#111;'> 764B </span>","children":null,"spread":false},{"title":"experiment_tracking.md <span style='color:#111;'> 2.15KB </span>","children":null,"spread":false},{"title":"tabular_model.md <span style='color:#111;'> 2.31KB </span>","children":null,"spread":false},{"title":"index.md <span style='color:#111;'> 3.71KB </span>","children":null,"spread":false},{"title":"contributing.md <span style='color:#111;'> 3.50KB </span>","children":null,"spread":false},{"title":"imgs","children":[{"title":"pytorch_tabular_logo_small_2.png <span style='color:#111;'> 4.03KB </span>","children":null,"spread":false},{"title":"tabnet_architecture.png <span style='color:#111;'> 108.03KB </span>","children":null,"spread":false},{"title":"gradient_histograms.png <span style='color:#111;'> 43.26KB </span>","children":null,"spread":false},{"title":"node_dense_arch.png <span style='color:#111;'> 88.68KB </span>","children":null,"spread":false},{"title":"node_arch.png <span style='color:#111;'> 73.30KB </span>","children":null,"spread":false},{"title":"pytorch_tabular_logo.png <span style='color:#111;'> 12.76KB </span>","children":null,"spread":false},{"title":"pytorch_tabular_logo_small.svg <span style='color:#111;'> 10.07KB </span>","children":null,"spread":false},{"title":"pytorch_tabular_logo_small_2.svg <span style='color:#111;'> 10.30KB </span>","children":null,"spread":false},{"title":"pytorch_tabular_logo.svg <span style='color:#111;'> 299.93KB </span>","children":null,"spread":false},{"title":"gradient_norms.png <span style='color:#111;'> 57.46KB </span>","children":null,"spread":false},{"title":"logits.gif <span style='color:#111;'> 676.16KB </span>","children":null,"spread":false}],"spread":false},{"title":"development_manual.md <span style='color:#111;'> 1.13KB </span>","children":null,"spread":false},{"title":".tmp","children":[{"title":"exp_version_manager.yml <span style='color:#111;'> 19B </span>","children":null,"spread":false}],"spread":false},{"title":"tutorials","children":[{"title":"03-Extracting and Using Learned Embeddings.ipynb <span style='color:#111;'> 19.36KB </span>","children":null,"spread":false},{"title":"01-Basic_Usage.ipynb <span style='color:#111;'> 19.27KB </span>","children":null,"spread":false},{"title":"02-Advanced_Usage.ipynb <span style='color:#111;'> 433.63KB </span>","children":null,"spread":false},{"title":"05-Experiment_Tracking.ipynb <span style='color:#111;'> 16.58KB </span>","children":null,"spread":false},{"title":"04-Implementing New Architectures.ipynb <span style='color:#111;'> 21.37KB </span>","children":null,"spread":false},{"title":"07-Probabilistic Regression with MDN.ipynb <span style='color:#111;'> 42.48MB </span>","children":null,"spread":false},{"title":"06-Imbalanced Classification.ipynb <span style='color:#111;'> 12.84KB </span>","children":null,"spread":false}],"spread":false},{"title":"models.md <span style='color:#111;'> 11.88KB </span>","children":null,"spread":false},{"title":"apidocs.md <span style='color:#111;'> 589B </span>","children":null,"spread":false},{"title":"faq.md <span style='color:#111;'> 0B </span>","children":null,"spread":false},{"title":"data.md <span style='color:#111;'> 3.08KB </span>","children":null,"spread":false},{"title":"optimizer.md <span style='color:#111;'> 2.07KB </span>","children":null,"spread":false},{"title":"authors.md <span style='color:#111;'> 152B </span>","children":null,"spread":false},{"title":"training.md <span style='color:#111;'> 5.57KB </span>","children":null,"spread":false}],"spread":false},{"title":".editorconfig <span style='color:#111;'> 292B </span>","children":null,"spread":false},{"title":"tests","children":[{"title":"test_autoint.py <span style='color:#111;'> 6.77KB </span>","children":null,"spread":false},{"title":"__init__.py <span style='color:#111;'> 45B </span>","children":null,"spread":false},{"title":"test_mdn.py <span style='color:#111;'> 5.97KB </span>","children":null,"spread":false},{"title":"test_node.py <span style='color:#111;'> 7.64KB </span>","children":null,"spread":false},{"title":"conftest.py <span style='color:#111;'> 2.04KB </span>","children":null,"spread":false},{"title":"test_datamodule.py <span style='color:#111;'> 7.11KB </span>","children":null,"spread":false},{"title":"test_common.py <span style='color:#111;'> 5.91KB </span>","children":null,"spread":false},{"title":"test_categorical_embedding.py <span style='color:#111;'> 8.48KB </span>","children":null,"spread":false},{"title":"test_tabnet.py <span style='color:#111;'> 6.06KB </span>","children":null,"spread":false}],"spread":false},{"title":".readthedocs.yml <span style='color:#111;'> 604B </span>","children":null,"spread":false},{"title":".gitignore <span style='color:#111;'> 2.11KB </span>","children":null,"spread":false}],"spread":false}],"spread":true}]