Pipeline base class for time series regression problems.
name= 'Time Series Regression Pipeline'¶
problem_type= 'time series regression'¶
Return importance associated with each feature.
Returns parameter dictionary for this pipeline
Machine learning pipeline for time series regression problems made out of transformers and a classifier.
Determine whether the threshold of a binary classification pipeline can be tuned.
Constructs a new pipeline with the same components, parameters, and random state.
Transforms the data by applying all pre-processing components.
Outputs pipeline details including component parameters
Fit a time series regression pipeline.
Returns component by name
Generate an image representing the pipeline graph
Generate a bar graph of the pipeline’s feature importance
Loads pipeline at file path
Make predictions using selected features.
Saves pipeline at file path
Evaluate model performance on current and additional objectives.