Index

A

adjusted_rsquared() (in module lazypredict.metrics)

AutoARIMAForecaster (class in lazypredict.TimeSeriesForecasting)

B

build_preprocessor() (in module lazypredict.preprocessing)

C

Classification (in module lazypredict.Supervised)

compute_forecast_metrics() (in module lazypredict.metrics) create_lag_features() (in module lazypredict.ts_preprocessing)

D

DataValidationError

detect_seasonal_period() (in module lazypredict.ts_preprocessing)

E

errors (lazypredict.LazyForecaster attribute) (lazypredict.TimeSeriesForecasting.LazyForecaster attribute)

F

fit() (lazypredict.LazyEstimator method) (lazypredict.LazyForecaster method) (lazypredict.TimeSeriesForecasting.AutoARIMAForecaster method) (lazypredict.TimeSeriesForecasting.ForecasterWrapper method) (lazypredict.TimeSeriesForecasting.HoltForecaster method) (lazypredict.TimeSeriesForecasting.HoltWintersForecaster method) (lazypredict.TimeSeriesForecasting.LazyForecaster method) (lazypredict.TimeSeriesForecasting.MLForecaster method) (lazypredict.TimeSeriesForecasting.NaiveForecaster method) (lazypredict.TimeSeriesForecasting.SARIMAXForecaster method) (lazypredict.TimeSeriesForecasting.SeasonalNaiveForecaster method) (lazypredict.TimeSeriesForecasting.SimpleExpSmoothingForecaster method) (lazypredict.TimeSeriesForecasting.ThetaForecaster method) (lazypredict.TimeSeriesForecasting.TimesFMForecaster method)

ForecasterWrapper (class in lazypredict.TimeSeriesForecasting)

G

get_card_split() (in module lazypredict.preprocessing) get_categorical_encoder() (in module lazypredict.preprocessing)

get_cuml_models() (in module lazypredict.config) get_gpu_model_params() (in module lazypredict.config) GRUForecaster (class in lazypredict.TimeSeriesForecasting)

H

HoltForecaster (class in lazypredict.TimeSeriesForecasting)

HoltWintersForecaster (class in lazypredict.TimeSeriesForecasting)

I

InsufficientDataError InvalidParameterError

is_gpu_available() (in module lazypredict.config) is_mlflow_tracking_enabled() (in module lazypredict.integrations.mlflow)

L

LazyClassifier (class in lazypredict) (class in lazypredict.Supervised) LazyEstimator (class in lazypredict) LazyForecaster (class in lazypredict) (class in lazypredict.TimeSeriesForecasting) lazypredict module lazypredict.cli module lazypredict.config module lazypredict.exceptions module lazypredict.integrations module lazypredict.integrations.mlflow module

lazypredict.metrics module lazypredict.preprocessing module lazypredict.Supervised module lazypredict.TimeSeriesForecasting module lazypredict.ts_preprocessing module LazyPredictError LazyRegressor (class in lazypredict) (class in lazypredict.Supervised) load_models() (lazypredict.LazyEstimator method) (lazypredict.LazyForecaster method) (lazypredict.TimeSeriesForecasting.LazyForecaster method) LSTMForecaster (class in lazypredict.TimeSeriesForecasting)

M

mean_absolute_percentage_error() (in module lazypredict.metrics) mean_absolute_scaled_error() (in module lazypredict.metrics) MLForecaster (class in lazypredict.TimeSeriesForecasting) ModelFitError models (lazypredict.LazyForecaster attribute) (lazypredict.TimeSeriesForecasting.LazyForecaster attribute) module lazypredict lazypredict.cli lazypredict.config lazypredict.exceptions lazypredict.integrations lazypredict.integrations.mlflow lazypredict.metrics lazypredict.preprocessing lazypredict.Supervised lazypredict.TimeSeriesForecasting lazypredict.ts_preprocessing

N

NaiveForecaster (class in lazypredict.TimeSeriesForecasting) name (lazypredict.TimeSeriesForecasting.AutoARIMAForecaster property) (lazypredict.TimeSeriesForecasting.ForecasterWrapper property) (lazypredict.TimeSeriesForecasting.HoltForecaster property) (lazypredict.TimeSeriesForecasting.HoltWintersForecaster property) (lazypredict.TimeSeriesForecasting.MLForecaster property) (lazypredict.TimeSeriesForecasting.NaiveForecaster property) (lazypredict.TimeSeriesForecasting.SARIMAXForecaster property) (lazypredict.TimeSeriesForecasting.SeasonalNaiveForecaster property) (lazypredict.TimeSeriesForecasting.SimpleExpSmoothingForecaster property) (lazypredict.TimeSeriesForecasting.ThetaForecaster property) (lazypredict.TimeSeriesForecasting.TimesFMForecaster property)

P

predict() (lazypredict.LazyEstimator method) (lazypredict.LazyForecaster method) (lazypredict.TimeSeriesForecasting.AutoARIMAForecaster method) (lazypredict.TimeSeriesForecasting.ForecasterWrapper method) (lazypredict.TimeSeriesForecasting.HoltForecaster method) (lazypredict.TimeSeriesForecasting.HoltWintersForecaster method) (lazypredict.TimeSeriesForecasting.LazyForecaster method) (lazypredict.TimeSeriesForecasting.MLForecaster method) (lazypredict.TimeSeriesForecasting.NaiveForecaster method) (lazypredict.TimeSeriesForecasting.SARIMAXForecaster method) (lazypredict.TimeSeriesForecasting.SeasonalNaiveForecaster method) (lazypredict.TimeSeriesForecasting.SimpleExpSmoothingForecaster method) (lazypredict.TimeSeriesForecasting.ThetaForecaster method) (lazypredict.TimeSeriesForecasting.TimesFMForecaster method)

prepare_dataframes() (in module lazypredict.preprocessing) provide_models() (lazypredict.LazyEstimator method) (lazypredict.LazyForecaster method) (lazypredict.TimeSeriesForecasting.LazyForecaster method)

R

recursive_forecast() (in module lazypredict.ts_preprocessing)

Regression (in module lazypredict.Supervised)

S

SARIMAXForecaster (class in lazypredict.TimeSeriesForecasting) save_models() (lazypredict.LazyEstimator method) (lazypredict.LazyForecaster method) (lazypredict.TimeSeriesForecasting.LazyForecaster method)

SeasonalNaiveForecaster (class in lazypredict.TimeSeriesForecasting) setup_mlflow() (in module lazypredict.integrations.mlflow) SimpleExpSmoothingForecaster (class in lazypredict.TimeSeriesForecasting) symmetric_mean_absolute_percentage_error() (in module lazypredict.metrics)

T

ThetaForecaster (class in lazypredict.TimeSeriesForecasting) time_limit() (in module lazypredict.Supervised)

TimeoutException TimesFMForecaster (class in lazypredict.TimeSeriesForecasting)