├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.yaml │ └── feature_request.yaml └── workflows │ ├── deploy-doc.yml │ ├── linter.yml │ ├── publish.yml │ └── tests.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .pylintrc ├── CONTRIBUTING.md ├── GOVERNANCE.md ├── LICENSES └── headers │ └── MIT-Clause.txt ├── Makefile ├── README.md ├── deel ├── __init__.py └── puncc │ ├── __init__.py │ ├── anomaly_detection.py │ ├── api │ ├── __init__.py │ ├── calibration.py │ ├── conformalization.py │ ├── corrections.py │ ├── experimental.py │ ├── nonconformity_scores.py │ ├── prediction.py │ ├── prediction_sets.py │ ├── splitting.py │ └── utils.py │ ├── classification.py │ ├── metrics.py │ ├── object_detection.py │ ├── plotting.py │ └── regression.py ├── docs ├── Makefile ├── api_intro.ipynb ├── assets │ ├── banner_dark.png │ ├── banner_light.png │ ├── cp_process.png │ ├── instances_val2017.json │ ├── object_detection.png │ ├── post-cp.png │ ├── pre-cp.png │ ├── puncc_architecture.png │ ├── results_quickstart_aps_mnist.png │ ├── results_quickstart_split_cad_if.png │ ├── results_quickstart_split_cp_pi.png │ └── uc_object_detection.png ├── make.bat ├── puncc_architecture.ipynb ├── puncc_cod.ipynb ├── puncc_intro.ipynb ├── puncc_nlp.ipynb ├── puncc_pytorch.ipynb └── source │ ├── _static │ └── .gitkeep │ ├── _templates │ └── .gitkeep │ ├── anomaly_detection.rst │ ├── api.rst │ ├── calibration.rst │ ├── classification.rst │ ├── conf.py │ ├── conformalization.rst │ ├── experimental.rst │ ├── getting_started.rst │ ├── img │ └── k-fold-scheme.png │ ├── index.rst │ ├── metrics.rst │ ├── nonconformity_scores.rst │ ├── object_detection.rst │ ├── plotting.rst │ ├── prediction.rst │ ├── prediction_sets.rst │ ├── refs.bib │ ├── regression.rst │ ├── splitting.rst │ ├── theory_overview.rst │ └── utils.rst ├── pyproject.toml ├── requirements.txt ├── requirements_dev.txt ├── setup.py ├── tests ├── __init__.py ├── api │ ├── test_calibration.py │ ├── test_conformalization.py │ ├── test_nonconformity_scores.py │ ├── test_prediction_sets.py │ ├── test_splitting.py │ └── test_utils.py ├── conftest.py ├── examples │ ├── test_examples_calibration.py │ ├── test_examples_classification.py │ ├── test_examples_conformalization.py │ └── test_examples_regression.py ├── test_anomaly_detection_seed.py ├── test_classification_seed.py ├── test_regression_seed.py └── test_tf_compliance.py └── tox.ini /.github/ISSUE_TEMPLATE/bug_report.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deel-ai/puncc/HEAD/.github/ISSUE_TEMPLATE/bug_report.yaml -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deel-ai/puncc/HEAD/.github/ISSUE_TEMPLATE/feature_request.yaml 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