AutoAI#
This version of ibm-watson-machine-learning client introduces support for AutoAI Experiments.
- Working with AutoAI class and optimizer
- Configure optimizer with one data source
- Configure optimizer for time series forecasting
- Configure optimizer for time series forecasting with supporting features
- Get configuration parameters
- Fit optimizer
- Get run status, get run details
- Get data connections
- Get preprocessed data connection (joined data only)
- Summary
- Get pipeline details
- Get pipeline
- Working with deployments
- Web Service
- Batch
- Working with DataConnection
- AutoAI experiment
- AutoAI
AutoAIAutoAI.ClassificationAlgorithmsAutoAI.ClassificationAlgorithms.DTAutoAI.ClassificationAlgorithms.EX_TREESAutoAI.ClassificationAlgorithms.GBAutoAI.ClassificationAlgorithms.LGBMAutoAI.ClassificationAlgorithms.LRAutoAI.ClassificationAlgorithms.RFAutoAI.ClassificationAlgorithms.SnapBMAutoAI.ClassificationAlgorithms.SnapDTAutoAI.ClassificationAlgorithms.SnapLRAutoAI.ClassificationAlgorithms.SnapRFAutoAI.ClassificationAlgorithms.SnapSVMAutoAI.ClassificationAlgorithms.XGB
AutoAI.DataConnectionTypesAutoAI.ForecastingAlgorithmsAutoAI.MetricsAutoAI.Metrics.ACCURACY_AND_DISPARATE_IMPACT_SCOREAutoAI.Metrics.ACCURACY_SCOREAutoAI.Metrics.AVERAGE_PRECISION_SCOREAutoAI.Metrics.EXPLAINED_VARIANCE_SCOREAutoAI.Metrics.F1_SCOREAutoAI.Metrics.F1_SCORE_MACROAutoAI.Metrics.F1_SCORE_MICROAutoAI.Metrics.F1_SCORE_WEIGHTEDAutoAI.Metrics.LOG_LOSSAutoAI.Metrics.MEAN_ABSOLUTE_ERRORAutoAI.Metrics.MEAN_SQUARED_ERRORAutoAI.Metrics.MEAN_SQUARED_LOG_ERRORAutoAI.Metrics.MEDIAN_ABSOLUTE_ERRORAutoAI.Metrics.PRECISION_SCOREAutoAI.Metrics.PRECISION_SCORE_MACROAutoAI.Metrics.PRECISION_SCORE_MICROAutoAI.Metrics.PRECISION_SCORE_WEIGHTEDAutoAI.Metrics.R2_AND_DISPARATE_IMPACT_SCOREAutoAI.Metrics.R2_SCOREAutoAI.Metrics.RECALL_SCOREAutoAI.Metrics.RECALL_SCORE_MACROAutoAI.Metrics.RECALL_SCORE_MICROAutoAI.Metrics.RECALL_SCORE_WEIGHTEDAutoAI.Metrics.ROC_AUC_SCOREAutoAI.Metrics.ROOT_MEAN_SQUARED_ERRORAutoAI.Metrics.ROOT_MEAN_SQUARED_LOG_ERROR
AutoAI.PipelineTypesAutoAI.PredictionTypeAutoAI.RegressionAlgorithmsAutoAI.RegressionAlgorithms.DTAutoAI.RegressionAlgorithms.EX_TREESAutoAI.RegressionAlgorithms.GBAutoAI.RegressionAlgorithms.LGBMAutoAI.RegressionAlgorithms.LRAutoAI.RegressionAlgorithms.RFAutoAI.RegressionAlgorithms.RIDGEAutoAI.RegressionAlgorithms.SnapBMAutoAI.RegressionAlgorithms.SnapDTAutoAI.RegressionAlgorithms.SnapRFAutoAI.RegressionAlgorithms.XGB
AutoAI.SamplingTypesAutoAI.TShirtSizeAutoAI.TransformersAutoAI.Transformers.ABSAutoAI.Transformers.CBRTAutoAI.Transformers.COSAutoAI.Transformers.CUBEAutoAI.Transformers.DIFFAutoAI.Transformers.DIVIDEAutoAI.Transformers.FEATUREAGGLOMERATIONAutoAI.Transformers.ISOFORESTANOMALYAutoAI.Transformers.LOGAutoAI.Transformers.MAXAutoAI.Transformers.MINMAXSCALERAutoAI.Transformers.NXORAutoAI.Transformers.PCAAutoAI.Transformers.PRODUCTAutoAI.Transformers.ROUNDAutoAI.Transformers.SIGMOIDAutoAI.Transformers.SINAutoAI.Transformers.SQRTAutoAI.Transformers.SQUAREAutoAI.Transformers.STDSCALERAutoAI.Transformers.SUMAutoAI.Transformers.TAN
AutoAI.optimizer()AutoAI.runs()
- AutoAI
- DataConnection Modules
- Deployment Modules for AutoAI models