Metadata-Version: 1.0
Name: dask-searchcv
Version: 0.0.2
Summary: Tools for doing hyperparameter search with Scikit-Learn and Dask
Home-page: http://github.com/dask/dask-searchcv
Author: Jim Crist
Author-email: jcrist@continuum.io
License: BSD
Description: dask-searchcv
        =============
        
        |Travis Status| |Doc Status| |Conda Badge| |PyPI Badge|
        
        Tools for performing hyperparameter search with
        `Scikit-Learn <http://scikit-learn.org>`_ and `Dask <http://dask.pydata.org>`_.
        
        This library provides implementations of Scikit-Learn's ``GridSearchCV`` and
        ``RandomizedSearchCV``. They implement many (but not all) of the same
        parameters, and should be a drop-in replacement for the subset that they do
        implement. For certain problems, these implementations can be more efficient
        than those in Scikit-Learn, as they can avoid expensive repeated computations.
        
        For more information, check out the `documentation <http://dask-searchcv.readthedocs.io>`_.
        
        Install
        -------
        
        Dask-searchcv is available via ``pip``:
        
        ::
        
           $ pip install dask-searchcv
        
        
        Example
        -------
        
        .. code-block:: python
        
            from sklearn.datasets import load_digits
            from sklearn.svm import SVC
            import dask_searchcv as dcv
            import numpy as np
        
            digits = load_digits()
        
            param_space = {'C': np.logspace(-4, 4, 9),
                           'gamma': np.logspace(-4, 4, 9),
                           'class_weight': [None, 'balanced']}
        
            model = SVC(kernel='rbf')
            search = dcv.GridSearchCV(model, param_space, cv=3)
        
            search.fit(digits.data, digits.target)
        
        
        .. |Travis Status| image:: https://travis-ci.org/dask/dask-searchcv.svg?branch=master
           :target: https://travis-ci.org/dask/dask-searchcv
        .. |Doc Status| image:: http://readthedocs.org/projects/dask-searchcv/badge/?version=latest
           :target: http://dask-searchcv.readthedocs.io/en/latest/index.html
           :alt: Documentation Status
        .. |PyPI Badge| image:: https://img.shields.io/pypi/v/dask-searchcv.svg
           :target: https://pypi.python.org/pypi/dask-searchcv
        .. |Conda Badge| image:: https://anaconda.org/conda-forge/dask-searchcv/badges/version.svg
           :target: https://anaconda.org/conda-forge/dask-searchcv
        
Platform: UNKNOWN
