.copier-answers.yml
.coveragerc
.gitattributes
.gitignore
.gitlab-ci.yml
.markdownlint.yml
.pre-commit-config.yaml
.pytest.ini
.ruff.toml
CHANGELOG.md
LICENSE.txt
README.md
mkdocs.yml
pyproject.toml
tox.ini
.github/dependabot.yml
LICENSES/LGPLv3.txt
LICENSES/headers/BSD-0-Clause.txt
LICENSES/headers/CC-BY-SA-4.0.txt
LICENSES/headers/LGPL-3.0.txt
docs/changelog.md
docs/credits.md
docs/credits.md.jinja
docs/gallery_conf.py
docs/gen_credits.py
docs/gen_ref_nav.py
docs/index.md
docs/licenses.md
docs/references.bib
docs/developer_guide/active_learning.md
docs/examples/.gitignore
docs/examples/active_learning/README.md
docs/examples/active_learning/exploration/README.md
docs/examples/active_learning/exploration/exploration_rbf.py
docs/examples/active_learning/exploration/plot_exploration.py
docs/examples/active_learning/exploration/plot_exploration_acquisition_algo.py
docs/examples/active_learning/exploration/plot_exploration_criterion.py
docs/examples/active_learning/exploration/plot_exploration_gp.py
docs/examples/active_learning/level_set/README.md
docs/examples/active_learning/level_set/level_set_batch.py
docs/examples/active_learning/level_set/level_set_rbf.py
docs/examples/active_learning/level_set/plot_level_set.py
docs/examples/active_learning/level_set/plot_level_set_acquisition_algo.py
docs/examples/active_learning/level_set/plot_level_set_criterion.py
docs/examples/active_learning/level_set/plot_level_set_gp.py
docs/examples/active_learning/optimization/README.md
docs/examples/active_learning/optimization/optim_batch.py
docs/examples/active_learning/optimization/optim_rbf.py
docs/examples/active_learning/optimization/plot_optim.py
docs/examples/active_learning/optimization/plot_optim_acquisition_algo.py
docs/examples/active_learning/optimization/plot_optim_criterion.py
docs/examples/active_learning/optimization/plot_optim_gp.py
docs/examples/active_learning/quantile/README.md
docs/examples/active_learning/quantile/plot_quantile.py
docs/examples/active_learning/quantile/plot_quantile_acquisition_algo.py
docs/examples/active_learning/quantile/plot_quantile_criterion.py
docs/examples/active_learning/quantile/plot_quantile_gp.py
docs/examples/active_learning/quantile/quantile_batch.py
docs/examples/active_learning/quantile/quantile_rbf.py
docs/examples/optimization/README.md
docs/examples/optimization/plot_sbo_ego.py
docs/examples/optimization/plot_smt_ego.py
docs/examples/regression/README.md
docs/examples/regression/plot_smt_regressor.py
docs/images/.gitignore
docs/images/EI_field.jpg
docs/images/IQ_field.jpg
docs/images/ImRosenbrock.jpg
docs/images/SD_field.jpg
docs/images/favicon.ico
docs/images/gemseo_schema.png
docs/images/logo.png
docs/images/monogram.png
docs/images/smt_logo.webp
docs/javascripts/mathjax.js
docs/user_guide/index.md
docs/user_guide/active_learning/active_learning_algo.md
docs/user_guide/active_learning/exploration.md
docs/user_guide/active_learning/level_set.md
docs/user_guide/active_learning/optimization.md
docs/user_guide/active_learning/quantile.md
docs/user_guide/active_learning/what_active_learning_is.md
docs/user_guide/optimization/al.md
docs/user_guide/optimization/smt.md
docs/user_guide/regression/smt.md
requirements/check.in
requirements/check.txt
requirements/doc.txt
requirements/test-constraints.in
requirements/test-python3.10.txt
requirements/test-python3.11.txt
requirements/test-python3.12.txt
requirements/test-python3.13.txt
src/gemseo_mlearning/__init__.py
src/gemseo_mlearning.egg-info/PKG-INFO
src/gemseo_mlearning.egg-info/SOURCES.txt
src/gemseo_mlearning.egg-info/dependency_links.txt
src/gemseo_mlearning.egg-info/entry_points.txt
src/gemseo_mlearning.egg-info/requires.txt
src/gemseo_mlearning.egg-info/top_level.txt
src/gemseo_mlearning/active_learning/__init__.py
src/gemseo_mlearning/active_learning/active_learning_algo.py
src/gemseo_mlearning/active_learning/acquisition_criteria/__init__.py
src/gemseo_mlearning/active_learning/acquisition_criteria/base_acquisition_criterion.py
src/gemseo_mlearning/active_learning/acquisition_criteria/base_acquisition_criterion_family.py
src/gemseo_mlearning/active_learning/acquisition_criteria/base_factory.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/__init__.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/base_exploration.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/distance.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/exploration.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/factory.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/standard_deviation.py
src/gemseo_mlearning/active_learning/acquisition_criteria/exploration/variance.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/__init__.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/base_ei_ef.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/base_level_set.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/ef.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/ei.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/factory.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/level_set.py
src/gemseo_mlearning/active_learning/acquisition_criteria/level_set/u.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/__init__.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/_confidence_bound.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/_expected_impovement.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/_mean.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/base_maximum.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/ei.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/factory.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/maximum.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/mean.py
src/gemseo_mlearning/active_learning/acquisition_criteria/maximum/ucb.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/__init__.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/base_minimum.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/ei.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/factory.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/lcb.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/mean.py
src/gemseo_mlearning/active_learning/acquisition_criteria/minimum/minimum.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/__init__.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/base_quantile.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/ef.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/ei.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/factory.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/quantile.py
src/gemseo_mlearning/active_learning/acquisition_criteria/quantile/u.py
src/gemseo_mlearning/active_learning/distributions/__init__.py
src/gemseo_mlearning/active_learning/distributions/base_regressor_distribution.py
src/gemseo_mlearning/active_learning/distributions/kriging_distribution.py
src/gemseo_mlearning/active_learning/distributions/regressor_distribution.py
src/gemseo_mlearning/active_learning/visualization/__init__.py
src/gemseo_mlearning/active_learning/visualization/acquisition_view.py
src/gemseo_mlearning/active_learning/visualization/qoi_history_view.py
src/gemseo_mlearning/algos/__init__.py
src/gemseo_mlearning/algos/opt/__init__.py
src/gemseo_mlearning/algos/opt/sbo_settings.py
src/gemseo_mlearning/algos/opt/surrogate_based_optimization.py
src/gemseo_mlearning/algos/opt/core/__init__.py
src/gemseo_mlearning/algos/opt/core/surrogate_based_optimizer.py
src/gemseo_mlearning/algos/opt/smt/__init__.py
src/gemseo_mlearning/algos/opt/smt/_parallel_evaluator.py
src/gemseo_mlearning/algos/opt/smt/ego_settings.py
src/gemseo_mlearning/algos/opt/smt/smt_ego.py
src/gemseo_mlearning/problems/__init__.py
src/gemseo_mlearning/problems/branin/__init__.py
src/gemseo_mlearning/problems/branin/branin_discipline.py
src/gemseo_mlearning/problems/branin/branin_function.py
src/gemseo_mlearning/problems/branin/branin_problem.py
src/gemseo_mlearning/problems/branin/branin_space.py
src/gemseo_mlearning/problems/branin/functions.py
src/gemseo_mlearning/problems/rosenbrock/__init__.py
src/gemseo_mlearning/problems/rosenbrock/functions.py
src/gemseo_mlearning/problems/rosenbrock/rosenbrock_discipline.py
src/gemseo_mlearning/problems/rosenbrock/rosenbrock_function.py
src/gemseo_mlearning/problems/rosenbrock/rosenbrock_problem.py
src/gemseo_mlearning/problems/rosenbrock/rosenbrock_space.py
src/gemseo_mlearning/regression/__init__.py
src/gemseo_mlearning/regression/smt_regressor.py
src/gemseo_mlearning/regression/smt_regressor_settings.py
src/gemseo_mlearning/settings/__init__.py
src/gemseo_mlearning/settings/mlearning.py
src/gemseo_mlearning/settings/opt.py
tests/__init__.py
tests/conftest.py
tests/test_settings.py
tests/active_learning/__init__.py
tests/active_learning/conftest.py
tests/active_learning/test_acquisition.py
tests/active_learning/test_acquisition_criterion.py
tests/active_learning/acquisition_criteria/__init__.py
tests/active_learning/acquisition_criteria/conftest.py
tests/active_learning/acquisition_criteria/test_level_set.py
tests/active_learning/acquisition_criteria/test_maximum.py
tests/active_learning/acquisition_criteria/test_minimum.py
tests/active_learning/acquisition_criteria/test_quantile.py
tests/active_learning/acquisition_criteria/exploration/__init__.py
tests/active_learning/acquisition_criteria/exploration/test_distance.py
tests/active_learning/acquisition_criteria/exploration/test_standard_deviation.py
tests/active_learning/acquisition_criteria/exploration/test_variance.py
tests/active_learning/acquisition_criteria/maximum/__init__.py
tests/active_learning/acquisition_criteria/maximum/test_ei.py
tests/active_learning/acquisition_criteria/maximum/test_mean.py
tests/active_learning/acquisition_criteria/maximum/test_ucb.py
tests/active_learning/acquisition_criteria/minimum/__init__.py
tests/active_learning/acquisition_criteria/minimum/test_ei.py
tests/active_learning/acquisition_criteria/minimum/test_lcb.py
tests/active_learning/acquisition_criteria/minimum/test_mean.py
tests/active_learning/distributions/__init__.py
tests/active_learning/distributions/conftest.py
tests/active_learning/distributions/test_distribution.py
tests/active_learning/distributions/test_get_regressor_distribution.py
tests/active_learning/distributions/test_kriging_distribution.py
tests/active_learning/distributions/test_regressor_distribution.py
tests/active_learning/visualization/__init__.py
tests/active_learning/visualization/conftest.py
tests/active_learning/visualization/test_acquisition_view.py
tests/active_learning/visualization/test_qoi_history_view.py
tests/active_learning/visualization/baseline_images/test_acquisition_view/custom.png
tests/active_learning/visualization/baseline_images/test_acquisition_view/default.png
tests/active_learning/visualization/baseline_images/test_acquisition_view/discipline.png
tests/active_learning/visualization/baseline_images/test_acquisition_view/filled_false.png
tests/active_learning/visualization/baseline_images/test_acquisition_view/n_test.png
tests/active_learning/visualization/baseline_images/test_acquisition_view/new_point.png
tests/active_learning/visualization/baseline_images/test_qoi_history_view/custom.png
tests/active_learning/visualization/baseline_images/test_qoi_history_view/default.png
tests/algos/__init__.py
tests/algos/opt/__init__.py
tests/algos/opt/conftest.py
tests/algos/opt/test_smt_ego.py
tests/algos/opt/test_surrogate_based_optimization.py
tests/algos/opt/core/__init__.py
tests/algos/opt/core/test_surrogate_based_optimizer.py
tests/problems/__init__.py
tests/problems/branin/__init__.py
tests/problems/branin/test_branin_discipline.py
tests/problems/branin/test_branin_function.py
tests/problems/branin/test_branin_problem.py
tests/problems/branin/test_branin_space.py
tests/problems/branin/test_functions.py
tests/problems/rosenbrock/__init__.py
tests/problems/rosenbrock/test_functions.py
tests/problems/rosenbrock/test_rosenbrock_discipline.py
tests/problems/rosenbrock/test_rosenbrock_function.py
tests/problems/rosenbrock/test_rosenbrock_problem.py
tests/problems/rosenbrock/test_rosenbrock_space.py
tests/regression/__init__.py
tests/regression/test_smt_regressor.py