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Python API

.. currentmodule:: lightgbm

Data Structure API

.. autosummary::
    :toctree: pythonapi/

    Dataset
    Booster
    CVBooster

Training API

.. autosummary::
    :toctree: pythonapi/

    train
    cv

Scikit-learn API

.. autosummary::
    :toctree: pythonapi/

    LGBMModel
    LGBMClassifier
    LGBMRegressor
    LGBMRanker

Dask API

.. versionadded:: 3.2.0

.. autosummary::
    :toctree: pythonapi/

    DaskLGBMClassifier
    DaskLGBMRegressor
    DaskLGBMRanker

Callbacks

.. autosummary::
    :toctree: pythonapi/

    early_stopping
    print_evaluation
    record_evaluation
    reset_parameter

Plotting

.. autosummary::
    :toctree: pythonapi/

    plot_importance
    plot_split_value_histogram
    plot_metric
    plot_tree
    create_tree_digraph

Utilities

.. autosummary::
    :toctree: pythonapi/

    register_logger