:orphan: .. _sphx_glr_examples: .. _examples: ======== Examples ======== Practical examples for using *auto-sklearn*. .. raw:: html
.. _sphx_glr_examples_20_basic: .. _basic_examples: ============== Basic Examples ============== Examples for basic classification, regression, multi-output regression, and multi-label classification datasets. .. raw:: html
.. only:: html .. figure:: /examples/20_basic/images/thumb/sphx_glr_example_classification_thumb.png :alt: Classification :ref:`sphx_glr_examples_20_basic_example_classification.py` .. raw:: html
.. toctree:: :hidden: /examples/20_basic/example_classification .. raw:: html
.. only:: html .. figure:: /examples/20_basic/images/thumb/sphx_glr_example_multioutput_regression_thumb.png :alt: Multi-output Regression :ref:`sphx_glr_examples_20_basic_example_multioutput_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/20_basic/example_multioutput_regression .. raw:: html
.. only:: html .. figure:: /examples/20_basic/images/thumb/sphx_glr_example_regression_thumb.png :alt: Regression :ref:`sphx_glr_examples_20_basic_example_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/20_basic/example_regression .. raw:: html
.. only:: html .. figure:: /examples/20_basic/images/thumb/sphx_glr_example_multilabel_classification_thumb.png :alt: Multi-label Classification :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` .. raw:: html
.. toctree:: :hidden: /examples/20_basic/example_multilabel_classification .. raw:: html
.. _sphx_glr_examples_40_advanced: .. _advanced_examples: ================= Advanced Examples ================= Examples on customizing Auto-sklearn to ones use case by changing the metric to optimize, the train-validation split, giving feature types, using pandas dataframes as input and inspecting the results of the search procedure. .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_interpretable_models_thumb.png :alt: Interpretable models :ref:`sphx_glr_examples_40_advanced_example_interpretable_models.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_interpretable_models .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_feature_types_thumb.png :alt: Feature Types :ref:`sphx_glr_examples_40_advanced_example_feature_types.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_feature_types .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_calc_multiple_metrics_thumb.png :alt: Metrics :ref:`sphx_glr_examples_40_advanced_example_calc_multiple_metrics.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_calc_multiple_metrics .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_inspect_predictions_thumb.png :alt: Model Explanation :ref:`sphx_glr_examples_40_advanced_example_inspect_predictions.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_inspect_predictions .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_pandas_train_test_thumb.png :alt: Performance-over-time plot :ref:`sphx_glr_examples_40_advanced_example_pandas_train_test.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_pandas_train_test .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_debug_logging_thumb.png :alt: Logging and debugging :ref:`sphx_glr_examples_40_advanced_example_debug_logging.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_debug_logging .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_single_configuration_thumb.png :alt: Fit a single configuration :ref:`sphx_glr_examples_40_advanced_example_single_configuration.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_single_configuration .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_resampling_thumb.png :alt: Resampling Strategies :ref:`sphx_glr_examples_40_advanced_example_resampling.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_resampling .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_get_pipeline_components_thumb.png :alt: Obtain run information :ref:`sphx_glr_examples_40_advanced_example_get_pipeline_components.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_get_pipeline_components .. raw:: html
.. only:: html .. figure:: /examples/40_advanced/images/thumb/sphx_glr_example_metrics_thumb.png :alt: Metrics :ref:`sphx_glr_examples_40_advanced_example_metrics.py` .. raw:: html
.. toctree:: :hidden: /examples/40_advanced/example_metrics .. raw:: html
.. _sphx_glr_examples_60_search: .. _search_examples: =============== Search Examples =============== Examples of changing the search procedure of Auto-sklearn. .. raw:: html
.. only:: html .. figure:: /examples/60_search/images/thumb/sphx_glr_example_parallel_n_jobs_thumb.png :alt: Parallel Usage on a single machine :ref:`sphx_glr_examples_60_search_example_parallel_n_jobs.py` .. raw:: html
.. toctree:: :hidden: /examples/60_search/example_parallel_n_jobs .. raw:: html
.. only:: html .. figure:: /examples/60_search/images/thumb/sphx_glr_example_sequential_thumb.png :alt: Sequential Usage :ref:`sphx_glr_examples_60_search_example_sequential.py` .. raw:: html
.. toctree:: :hidden: /examples/60_search/example_sequential .. raw:: html
.. only:: html .. figure:: /examples/60_search/images/thumb/sphx_glr_example_parallel_manual_spawning_cli_thumb.png :alt: Parallel Usage: Spawning workers from the command line :ref:`sphx_glr_examples_60_search_example_parallel_manual_spawning_cli.py` .. raw:: html
.. toctree:: :hidden: /examples/60_search/example_parallel_manual_spawning_cli .. raw:: html
.. only:: html .. figure:: /examples/60_search/images/thumb/sphx_glr_example_random_search_thumb.png :alt: Random Search :ref:`sphx_glr_examples_60_search_example_random_search.py` .. raw:: html
.. toctree:: :hidden: /examples/60_search/example_random_search .. raw:: html
.. only:: html .. figure:: /examples/60_search/images/thumb/sphx_glr_example_successive_halving_thumb.png :alt: Successive Halving :ref:`sphx_glr_examples_60_search_example_successive_halving.py` .. raw:: html
.. toctree:: :hidden: /examples/60_search/example_successive_halving .. raw:: html
.. _sphx_glr_examples_80_extending: .. _extension_examples: ================== Extension Examples ================== Examples of extending Auto-sklearn with custom components. .. raw:: html
.. only:: html .. figure:: /examples/80_extending/images/thumb/sphx_glr_example_extending_data_preprocessor_thumb.png :alt: Extending Auto-Sklearn with Data Preprocessor Component :ref:`sphx_glr_examples_80_extending_example_extending_data_preprocessor.py` .. raw:: html
.. toctree:: :hidden: /examples/80_extending/example_extending_data_preprocessor .. raw:: html
.. only:: html .. figure:: /examples/80_extending/images/thumb/sphx_glr_example_extending_preprocessor_thumb.png :alt: Extending Auto-Sklearn with Preprocessor Component :ref:`sphx_glr_examples_80_extending_example_extending_preprocessor.py` .. raw:: html
.. toctree:: :hidden: /examples/80_extending/example_extending_preprocessor .. raw:: html
.. only:: html .. figure:: /examples/80_extending/images/thumb/sphx_glr_example_restrict_number_of_hyperparameters_thumb.png :alt: Restricting the number of hyperparameters for an existing component :ref:`sphx_glr_examples_80_extending_example_restrict_number_of_hyperparameters.py` .. raw:: html
.. toctree:: :hidden: /examples/80_extending/example_restrict_number_of_hyperparameters .. raw:: html
.. only:: html .. figure:: /examples/80_extending/images/thumb/sphx_glr_example_extending_regression_thumb.png :alt: Extending Auto-Sklearn with Regression Component :ref:`sphx_glr_examples_80_extending_example_extending_regression.py` .. raw:: html
.. toctree:: :hidden: /examples/80_extending/example_extending_regression .. raw:: html
.. only:: html .. figure:: /examples/80_extending/images/thumb/sphx_glr_example_extending_classification_thumb.png :alt: Extending Auto-Sklearn with Classification Component :ref:`sphx_glr_examples_80_extending_example_extending_classification.py` .. raw:: html
.. toctree:: :hidden: /examples/80_extending/example_extending_classification .. 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: examples_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: examples_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_