snowflake.ml.modeling.pipeline.Pipeline

class snowflake.ml.modeling.pipeline.Pipeline(steps: List[Tuple[str, Any]])

Bases: BaseTransformer

Methods

fit(dataset)

Fit the entire pipeline using the dataset.

fit_predict(dataset)

Fits all the transformer objs one after another and transforms the data.

fit_transform(dataset)

Fits all the transformer objs one after another and transforms the data.

predict(dataset)

Transform the dataset by applying all the transformers in order and predict using the estimator.

predict_log_proba(dataset)

Transform the dataset by applying all the transformers in order and apply predict_log_proba using the estimator.

predict_proba(dataset)

Transform the dataset by applying all the transformers in order and apply predict_proba using the estimator.

score(dataset)

Transform the dataset by applying all the transformers in order and apply score using the estimator.

transform(dataset)

Call transform of each transformer in the pipeline.

Attributes

model_signatures