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.. * you may not use this file except in compliance with the License.
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.. _samples:

#######
Samples
#######

The following samples are also provided as Jupyter notebooks in |intelex| repository.
If you want to run them locally, refer to `these instructions
<https://github.com/intel/scikit-learn-intelex/tree/master/examples/notebooks#snake-intelr-extension-for-scikit-learn-notebooks>`_.

.. rubric:: Classification Tasks

.. toctree::
   :maxdepth: 1

   k-Nearest Neighbors (kNN) for MNIST dataset <samples/knn_mnist.ipynb>
   Logistic Regression for Cifar dataset <samples/logistictic_regression_cifar.ipynb>
   Support Vector Classification (SVC) for Adult dataset <samples/svc_adult.ipynb>

.. rubric:: Regression Tasks

.. toctree::
   :maxdepth: 1

   ElasticNet for Airlines DepDelay dataset <samples/ElasticNet.ipynb>
   Lasso Regression for YearPredictionMSD dataset <samples/lasso_regression.ipynb>
   Linear Regression for YearPredictionMSD dataset <samples/linear_regression.ipynb>
   Nu-Support Vector Regression (NuSVR) for Medical Charges dataset <samples/nusvr_medical_charges.ipynb>
   Random Forest for Yolanda dataset <samples/random_forest_yolanda.ipynb>
   Rigde Regression for Airlines DepDelay dataset <samples/ridge_regression.ipynb>

.. rubric:: Clustering Tasks

.. toctree::
   :maxdepth: 1

   Kmeans for spoken arabic digit dataset <samples/kmeans.ipynb>
   DBSCAN for spoken arabic digit dataset <samples/dbscan.ipynb>

.. seealso::

   There are also :ref:`Kaggle kernels <kaggle>` that use |intelex| for a variety of machine learning scenarios.