--- pipeline_tag: other tags: - time series - forecasting - pretrained models - foundation models - time series foundation models - time-series --- # DeepFeatTimeGPTMaskedEncoderPredictor Copyright (c) 2024. vencortex® - DeOS | Decision Optimization System. All rights reserved. ````Python from deep_feat_core.libraries.DeepFeatTimeGPT.foundation_models.DeepFeatTimeGPTMaskedEncoder import ( DeepFeatTimeGPTMaskedEncoderPredictor, ) model = DeepFeatTimeGPTMaskedEncoderPredictor(model_id= "medium") predictions = model.predict( time_series: pd.DataFrame, # Time series data to be used for prediction measure_type: str, # measure_type frequency: str = "M", # frequency prediction_length: int = 64, # Number of periods to forecast into the future num_samples: int = 1000, # Number of samples to use for prediction context_id: str = "context_id") ````