.. _f-mlgridbenchmark: module ``ml.ml_grid_benchmark`` =============================== .. inheritance-diagram:: mlstatpy.ml.ml_grid_benchmark Short summary +++++++++++++ module ``mlstatpy.ml.ml_grid_benchmark`` About Machine Learning Benchmark :githublink:`%|py|6` Classes +++++++ +--------------------------------------------------------------------------+----------------------------------------------------------+ | class | truncated documentation | +==========================================================================+==========================================================+ | :class:`MlGridBenchMark ` | The class tests a list of model over a list of datasets. | +--------------------------------------------------------------------------+----------------------------------------------------------+ Properties ++++++++++ +---------------------------------------------------------------------------+------------------------------------+ | property | truncated documentation | +===========================================================================+====================================+ | :meth:`Appendix ` | Returns the metrics. | +---------------------------------------------------------------------------+------------------------------------+ | :meth:`Graphs ` | Returns images of graphs. | +---------------------------------------------------------------------------+------------------------------------+ | :meth:`Metadata ` | Returns the metrics. | +---------------------------------------------------------------------------+------------------------------------+ | :meth:`Metrics ` | Returns the metrics. | +---------------------------------------------------------------------------+------------------------------------+ | :meth:`Name ` | Returns the name of the benchmark. | +---------------------------------------------------------------------------+------------------------------------+ Methods +++++++ +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | method | truncated documentation | +===========================================================================================================+=========================================+ | :py:meth:`__init__ ` | | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`bench_experiment ` | Calls meth *fit*. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`end ` | nothing to do | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`fit ` | Trains a model. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`graphs ` | Plots multiples graphs. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`plot_graphs ` | Plots all graphs in the same graphs. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`predict_score_experiment ` | Calls method *score*. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`preprocess_dataset ` | Splits the dataset into train and test. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ | :meth:`score ` | Scores a model. | +-----------------------------------------------------------------------------------------------------------+-----------------------------------------+ Documentation +++++++++++++ .. automodule:: mlstatpy.ml.ml_grid_benchmark :members: :special-members: __init__ :show-inheritance: