: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, ...
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.. _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.
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.. 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`
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/examples/mlearning/calibration/plot_calibration
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.. 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`
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.. toctree::
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/examples/mlearning/calibration/plot_selection
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.. _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.
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.. 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`
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/examples/mlearning/classification_model/plot_classification_api
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.. 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`
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/examples/mlearning/classification_model/plot_knn
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.. 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`
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.. toctree::
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/examples/mlearning/classification_model/plot_random_forest_classification
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.. _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.
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.. 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`
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.. toctree::
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/examples/mlearning/clustering_model/plot_clustering_api
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.. 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`
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/examples/mlearning/clustering_model/plot_gaussian_mixture
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.. 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`
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.. toctree::
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/examples/mlearning/clustering_model/plot_kmeans
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.. _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.
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.. 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`
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.. toctree::
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/examples/mlearning/dimension_reduction/plot_klsvd_burgers
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.. 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`
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/examples/mlearning/dimension_reduction/plot_moe_burgers
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.. 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`
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/examples/mlearning/dimension_reduction/plot_pca_burgers
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.. _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.
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.. 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`
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/examples/mlearning/quality_measure/plot_mse
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.. 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`
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.. toctree::
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/examples/mlearning/quality_measure/plot_quality_measure_for_comparison
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.. _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.
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.. 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`
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/examples/mlearning/regression_model/plot_regression_api
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.. 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`
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/examples/mlearning/regression_model/plot_advanced_moe
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.. 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`
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/examples/mlearning/regression_model/plot_gp_regression
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.. 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`
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/examples/mlearning/regression_model/plot_linear_regression
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.. 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`
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/examples/mlearning/regression_model/plot_moe
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.. 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`
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/examples/mlearning/regression_model/plot_pce_regression
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.. 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`
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/examples/mlearning/regression_model/plot_polynomial_regression
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.. 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`
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/examples/mlearning/regression_model/plot_rbf_regression
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.. 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`
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/examples/mlearning/regression_model/plot_random_forest_regression
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.. 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`
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/examples/mlearning/regression_model/plot_save
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.. _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.
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.. figure:: /examples/mlearning/transformer/images/thumb/sphx_glr_plot_scaler_thumb.png
:alt: Scaler example
:ref:`sphx_glr_examples_mlearning_transformer_plot_scaler.py`
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/examples/mlearning/transformer/plot_scaler
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.. 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`
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/examples/mlearning/transformer/plot_pipeline
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.. 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 `
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.. rst-class:: sphx-glr-signature
`Gallery generated by Sphinx-Gallery `_