<a id="learn-lightgbm-ref"></a>

# LightGBM Integration

## Data Structure

| [`lightgbm.Dataset`](generated/maxframe.learn.contrib.lightgbm.Dataset.md#maxframe.learn.contrib.lightgbm.Dataset)(data[, label, reference, ...])   |    |
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## Training

| [`lightgbm.predict`](generated/maxframe.learn.contrib.lightgbm.predict.md#maxframe.learn.contrib.lightgbm.predict)(booster, data[, raw_score, ...])   |    |
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| [`lightgbm.train`](generated/maxframe.learn.contrib.lightgbm.train.md#maxframe.learn.contrib.lightgbm.train)(params, train_set[, ...])                |    |

## Callbacks

| [`lightgbm.callback.early_stopping`](generated/maxframe.learn.contrib.lightgbm.callback.early_stopping.md#maxframe.learn.contrib.lightgbm.callback.early_stopping)(stopping_rounds)   |    |
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| [`lightgbm.callback.reset_parameter`](generated/maxframe.learn.contrib.lightgbm.callback.reset_parameter.md#maxframe.learn.contrib.lightgbm.callback.reset_parameter)(\*\*kwargs)     |    |

## Scikit-learn API

| [`lightgbm.LGBMClassifier`](generated/maxframe.learn.contrib.lightgbm.LGBMClassifier.md#maxframe.learn.contrib.lightgbm.LGBMClassifier)(\*args, \*\*kwargs)   |    |
|---------------------------------------------------------------------------------------------------------------------------------------------------------------|----|
| [`lightgbm.LGBMRegressor`](generated/maxframe.learn.contrib.lightgbm.LGBMRegressor.md#maxframe.learn.contrib.lightgbm.LGBMRegressor)(\*args, \*\*kwargs)      |    |
