:orphan: .. _sphx_glr_examples_mlearning: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Machine learning ================ Create models for clustering, classification, regression, ... .. raw:: html
.. _sphx_glr_examples_mlearning_calibration: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Calibration of an ML algorithm ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Below is a gallery of examples of calibrations of ML algorithms. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/calibration/images/thumb/sphx_glr_plot_calibration_thumb.png :alt: Calibration of a polynomial regression :ref:`sphx_glr_examples_mlearning_calibration_plot_calibration.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/calibration/plot_calibration .. raw:: html
.. only:: html .. figure:: /examples/mlearning/calibration/images/thumb/sphx_glr_plot_selection_thumb.png :alt: Machine learning algorithm selection example :ref:`sphx_glr_examples_mlearning_calibration_plot_selection.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/calibration/plot_selection .. raw:: html
.. _sphx_glr_examples_mlearning_classification_model: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Classification model ~~~~~~~~~~~~~~~~~~~~ Below is a gallery of examples of classification models. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/classification_model/images/thumb/sphx_glr_plot_classification_api_thumb.png :alt: Classification API :ref:`sphx_glr_examples_mlearning_classification_model_plot_classification_api.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/classification_model/plot_classification_api .. raw:: html
.. only:: html .. figure:: /examples/mlearning/classification_model/images/thumb/sphx_glr_plot_knn_thumb.png :alt: K nearest neighbors classification :ref:`sphx_glr_examples_mlearning_classification_model_plot_knn.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/classification_model/plot_knn .. raw:: html
.. only:: html .. figure:: /examples/mlearning/classification_model/images/thumb/sphx_glr_plot_random_forest_classification_thumb.png :alt: Random forest classification :ref:`sphx_glr_examples_mlearning_classification_model_plot_random_forest_classification.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/classification_model/plot_random_forest_classification .. raw:: html
.. _sphx_glr_examples_mlearning_clustering_model: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Clustering model ~~~~~~~~~~~~~~~~ Below is a gallery of examples of clustering models. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/clustering_model/images/thumb/sphx_glr_plot_clustering_api_thumb.png :alt: API :ref:`sphx_glr_examples_mlearning_clustering_model_plot_clustering_api.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/clustering_model/plot_clustering_api .. raw:: html
.. only:: html .. figure:: /examples/mlearning/clustering_model/images/thumb/sphx_glr_plot_gaussian_mixture_thumb.png :alt: Gaussian Mixtures :ref:`sphx_glr_examples_mlearning_clustering_model_plot_gaussian_mixture.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/clustering_model/plot_gaussian_mixture .. raw:: html
.. only:: html .. figure:: /examples/mlearning/clustering_model/images/thumb/sphx_glr_plot_kmeans_thumb.png :alt: K-means :ref:`sphx_glr_examples_mlearning_clustering_model_plot_kmeans.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/clustering_model/plot_kmeans .. raw:: html
.. _sphx_glr_examples_mlearning_dimension_reduction: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Dimension reduction model ~~~~~~~~~~~~~~~~~~~~~~~~~ Below is a gallery of examples of dimension reduction models. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/dimension_reduction/images/thumb/sphx_glr_plot_klsvd_burgers_thumb.png :alt: KL-SVD on Burgers equation :ref:`sphx_glr_examples_mlearning_dimension_reduction_plot_klsvd_burgers.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/dimension_reduction/plot_klsvd_burgers .. raw:: html
.. only:: html .. figure:: /examples/mlearning/dimension_reduction/images/thumb/sphx_glr_plot_moe_burgers_thumb.png :alt: Mixture of experts with PCA on Burgers dataset :ref:`sphx_glr_examples_mlearning_dimension_reduction_plot_moe_burgers.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/dimension_reduction/plot_moe_burgers .. raw:: html
.. only:: html .. figure:: /examples/mlearning/dimension_reduction/images/thumb/sphx_glr_plot_pca_burgers_thumb.png :alt: PCA on Burgers equation :ref:`sphx_glr_examples_mlearning_dimension_reduction_plot_pca_burgers.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/dimension_reduction/plot_pca_burgers .. raw:: html
.. _sphx_glr_examples_mlearning_quality_measure: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Quality measure ~~~~~~~~~~~~~~~ Below is a gallery of examples about quality measures. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/quality_measure/images/thumb/sphx_glr_plot_mse_thumb.png :alt: MSE example - test-train split :ref:`sphx_glr_examples_mlearning_quality_measure_plot_mse.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/quality_measure/plot_mse .. raw:: html
.. only:: html .. figure:: /examples/mlearning/quality_measure/images/thumb/sphx_glr_plot_quality_measure_for_comparison_thumb.png :alt: Quality measure for surrogate model comparison :ref:`sphx_glr_examples_mlearning_quality_measure_plot_quality_measure_for_comparison.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/quality_measure/plot_quality_measure_for_comparison .. raw:: html
.. _sphx_glr_examples_mlearning_regression_model: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. Regression model ~~~~~~~~~~~~~~~~ Below is a gallery of examples about regression models. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_regression_api_thumb.png :alt: API :ref:`sphx_glr_examples_mlearning_regression_model_plot_regression_api.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_regression_api .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_advanced_moe_thumb.png :alt: Advanced mixture of experts :ref:`sphx_glr_examples_mlearning_regression_model_plot_advanced_moe.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_advanced_moe .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_gp_regression_thumb.png :alt: GP regression :ref:`sphx_glr_examples_mlearning_regression_model_plot_gp_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_gp_regression .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_linear_regression_thumb.png :alt: Linear regression :ref:`sphx_glr_examples_mlearning_regression_model_plot_linear_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_linear_regression .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_moe_thumb.png :alt: Mixture of experts :ref:`sphx_glr_examples_mlearning_regression_model_plot_moe.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_moe .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_pce_regression_thumb.png :alt: PCE regression :ref:`sphx_glr_examples_mlearning_regression_model_plot_pce_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_pce_regression .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_polynomial_regression_thumb.png :alt: Polynomial regression :ref:`sphx_glr_examples_mlearning_regression_model_plot_polynomial_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_polynomial_regression .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_rbf_regression_thumb.png :alt: RBF regression :ref:`sphx_glr_examples_mlearning_regression_model_plot_rbf_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_rbf_regression .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_random_forest_regression_thumb.png :alt: Random forest regression :ref:`sphx_glr_examples_mlearning_regression_model_plot_random_forest_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_random_forest_regression .. raw:: html
.. only:: html .. figure:: /examples/mlearning/regression_model/images/thumb/sphx_glr_plot_save_thumb.png :alt: Save and Load :ref:`sphx_glr_examples_mlearning_regression_model_plot_save.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/regression_model/plot_save .. raw:: html
.. _sphx_glr_examples_mlearning_transformer: .. Copyright 2021 IRT Saint Exupéry, https://www.irt-saintexupery.com This work is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. TRANSFORMER - Transform data ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Below is a gallery of transformer examples. .. raw:: html
.. only:: html .. figure:: /examples/mlearning/transformer/images/thumb/sphx_glr_plot_scaler_thumb.png :alt: Scaler example :ref:`sphx_glr_examples_mlearning_transformer_plot_scaler.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/transformer/plot_scaler .. raw:: html
.. only:: html .. figure:: /examples/mlearning/transformer/images/thumb/sphx_glr_plot_pipeline_thumb.png :alt: Transformer pipeline example :ref:`sphx_glr_examples_mlearning_transformer_plot_pipeline.py` .. raw:: html
.. toctree:: :hidden: /examples/mlearning/transformer/plot_pipeline .. raw:: html
.. only :: html .. container:: sphx-glr-footer :class: sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: mlearning_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: mlearning_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_