.. _sphx_glr_auto_examples_data_ops:

.. _data_ops_examples_ref:

Skrub DataOps
=================



.. raw:: html

    <div class="sphx-glr-thumbnails">

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we show how we can use Skrub&#x27;s user_guide_data_ops_index to build a machine learning pipeline that records all the operations involved in pre-processing data and training a model. We will also show how to save the model, load it back, and then use it to make predictions on new, unseen data.">

.. only:: html

  .. image:: /auto_examples/data_ops/images/thumb/sphx_glr_11_data_ops_intro_thumb.svg
    :alt:

  :ref:`sphx_glr_auto_examples_data_ops_11_data_ops_intro.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Introduction to machine-learning pipelines with skrub DataOps</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we show how to build a DataOps plan to handle pre-processing, validation and hyperparameter tuning of a dataset with multiple tables.">

.. only:: html

  .. image:: /auto_examples/data_ops/images/thumb/sphx_glr_12_multiple_tables_thumb.svg
    :alt:

  :ref:`sphx_glr_auto_examples_data_ops_12_multiple_tables.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multiples tables: building machine learning pipelines with DataOps</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="A machine-learning pipeline typically contains values or choices which may influence its prediction performance, such as hyperparameters (e.g., the regularization parameter alpha of a RidgeClassifier, the learning_rate of a HistGradientBoostingClassifier), which estimator to use (e.g., RidgeClassifier or HistGradientBoostingClassifier), or which steps to include (e.g., should we join a table to bring additional information or not).">

.. only:: html

  .. image:: /auto_examples/data_ops/images/thumb/sphx_glr_13_choices_thumb.svg
    :alt:

  :ref:`sphx_glr_auto_examples_data_ops_13_choices.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Hyperparameter tuning with DataOps</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Here we show how to use DataOp.skb.subsample to speed up interactive construction of a skrub DataOps plan by computing previews on a subsampled version of the original data.">

.. only:: html

  .. image:: /auto_examples/data_ops/images/thumb/sphx_glr_14_subsampling_thumb.svg
    :alt:

  :ref:`sphx_glr_auto_examples_data_ops_14_subsampling.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Subsampling for faster development</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Use case: developing locally and deploying to production">

.. only:: html

  .. image:: /auto_examples/data_ops/images/thumb/sphx_glr_15_use_case_thumb.svg
    :alt:

  :ref:`sphx_glr_auto_examples_data_ops_15_use_case.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Use case: developing locally and deploying to production</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/data_ops/11_data_ops_intro
   /auto_examples/data_ops/12_multiple_tables
   /auto_examples/data_ops/13_choices
   /auto_examples/data_ops/14_subsampling
   /auto_examples/data_ops/15_use_case