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.. _examples:

========
Examples
========

Practical examples for using *Auto-PyTorch*.



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==============================
Basic Tabular Dataset Examples
==============================

Basic examples for using *Auto-PyTorch* on tabular datasets



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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to fit a sample regression model with AutoPyTorch">

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  .. image:: /examples/20_basics/images/thumb/sphx_glr_example_tabular_regression_thumb.png
    :alt: Tabular Regression

  :ref:`sphx_glr_examples_20_basics_example_tabular_regression.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Image Classification">

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  .. image:: /examples/20_basics/images/thumb/sphx_glr_example_image_classification_thumb.png
    :alt: Image Classification

  :ref:`sphx_glr_examples_20_basics_example_image_classification.py`

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      <div class="sphx-glr-thumbnail-title">Image Classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to fit a simple classification ensemble with AutoPyTorch and re...">

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  .. image:: /examples/20_basics/images/thumb/sphx_glr_example_tabular_classification_thumb.png
    :alt: Tabular Classification

  :ref:`sphx_glr_examples_20_basics_example_tabular_classification.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to fit a sample forecasting model with AutoPyTorch. This is onl...">

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  .. image:: /examples/20_basics/images/thumb/sphx_glr_example_time_series_forecasting_thumb.png
    :alt: Time Series Forecasting

  :ref:`sphx_glr_examples_20_basics_example_time_series_forecasting.py`

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      <div class="sphx-glr-thumbnail-title">Time Series Forecasting</div>
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=================================
Advanced Tabular Dataset Examples
=================================

Advanced examples for using *Auto-PyTorch* on tabular datasets.



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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to fit a sample classification model with AutoPyTorch using the...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_run_with_portfolio_thumb.png
    :alt: Tabular Classification with Greedy Portfolio

  :ref:`sphx_glr_examples_40_advanced_example_run_with_portfolio.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Classification with Greedy Portfolio</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Auto-Pytorch uses SMAC to fit individual machine learning algorithms and then ensembles them to...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_plot_over_time_thumb.png
    :alt: Plot the Performance over Time

  :ref:`sphx_glr_examples_40_advanced_example_plot_over_time.py`

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      <div class="sphx-glr-thumbnail-title">Plot the Performance over Time</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to pass feature typesfor datasets which are in  numpy format (a...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_pass_feature_types_thumb.png
    :alt: Tabular Classification with user passed feature types

  :ref:`sphx_glr_examples_40_advanced_example_pass_feature_types.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Classification with user passed feature types</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to fit a sample classification model parallely on 2 cores with ...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_parallel_n_jobs_thumb.png
    :alt: Tabular Classification with n parallel jobs

  :ref:`sphx_glr_examples_40_advanced_example_parallel_n_jobs.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Classification with n parallel jobs</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Fit a single configuration">

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  .. image:: /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`

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      <div class="sphx-glr-thumbnail-title">Fit a single configuration</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how adjust the configuration space of the search. Currently, there ...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_custom_configuration_space_thumb.png
    :alt: Tabular Classification with Custom Configuration Space

  :ref:`sphx_glr_examples_40_advanced_example_custom_configuration_space.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Classification with Custom Configuration Space</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="The following example shows how to fit a sample classification model with different resampling ...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_resampling_strategy_thumb.png
    :alt: Tabular Classification with different resampling strategy

  :ref:`sphx_glr_examples_40_advanced_example_resampling_strategy.py`

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      <div class="sphx-glr-thumbnail-title">Tabular Classification with different resampling strategy</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Auto-Pytorch uses SMAC to fit individual machine learning algorithms and then ensembles them to...">

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  .. image:: /examples/40_advanced/images/thumb/sphx_glr_example_visualization_thumb.png
    :alt: Visualizing the Results

  :ref:`sphx_glr_examples_40_advanced_example_visualization.py`

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      <div class="sphx-glr-thumbnail-title">Visualizing the Results</div>
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   /examples/20_basics/index.rst
   /examples/40_advanced/index.rst


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      :download:`Download all examples in Python source code: examples_python.zip </examples/examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: examples_jupyter.zip </examples/examples_jupyter.zip>`


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    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_