hookeai.utilities.fit_data_scalers

Fitting of data scalers.

Functions

fit_data_scaler_from_dataset

Get fitted data scaler for given data set features type.

mean_std_batch_fit

Perform batch fitting of standardization data scaler.

min_max_batch_fit

Perform batch fitting of min-max data scaler.

Functions

fit_data_scaler_from_dataset(dataset, ...[, ...])	Fit features type data scaler from given data set.
get_time_series_data_loader(dataset[, ...])	Get time series data set data loader.
mean_std_batch_fit(dataset, features_type, ...)	Perform batch fitting of standardization data scaler.
min_max_batch_fit(dataset, features_type, ...)	Perform batch fitting of min-max data scaler.

Classes

TorchMinMaxScaler(n_features[, minimum, ...])	PyTorch tensor min-max data scaler.
TorchStandardScaler(n_features[, mean, std, ...])	PyTorch tensor standardization data scaler.