CandidateGenerationConfig
Stores the configuration information for how model candidates are generated using an AutoML job V2.
Contents
- AlgorithmsConfig
-
Your Autopilot job trains a default set of algorithms on your dataset. For tabular and time-series data, you can customize the algorithm list by selecting a subset of algorithms for your problem type.
AlgorithmsConfig
stores the customized selection of algorithms to train on your data.-
For the tabular problem type
TabularJobConfig
, the list of available algorithms to choose from depends on the training mode set inAutoMLJobConfig.Mode
.-
AlgorithmsConfig
should not be set when the training modeAutoMLJobConfig.Mode
is set toAUTO
. -
When
AlgorithmsConfig
is provided, oneAutoMLAlgorithms
attribute must be set and one only.If the list of algorithms provided as values for
AutoMLAlgorithms
is empty,CandidateGenerationConfig
uses the full set of algorithms for the given training mode. -
When
AlgorithmsConfig
is not provided,CandidateGenerationConfig
uses the full set of algorithms for the given training mode.
For the list of all algorithms per training mode, see AlgorithmConfig.
For more information on each algorithm, see the Algorithm support section in the Autopilot developer guide.
-
-
For the time-series forecasting problem type
TimeSeriesForecastingJobConfig
, choose your algorithms from the list provided in AlgorithmConfig.For more information on each algorithm, see the Algorithms support for time-series forecasting section in the Autopilot developer guide.
-
When
AlgorithmsConfig
is provided, oneAutoMLAlgorithms
attribute must be set and one only.If the list of algorithms provided as values for
AutoMLAlgorithms
is empty,CandidateGenerationConfig
uses the full set of algorithms for time-series forecasting. -
When
AlgorithmsConfig
is not provided,CandidateGenerationConfig
uses the full set of algorithms for time-series forecasting.
-
Type: Array of AutoMLAlgorithmConfig objects
Array Members: Maximum number of 1 item.
Required: No
-
See Also
For more information about using this API in one of the language-specific Amazon SDKs, see the following: