[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Hard to understand","hardToUnderstand","thumb-down"],["Incorrect information or sample code","incorrectInformationOrSampleCode","thumb-down"],["Missing the information/samples I need","missingTheInformationSamplesINeed","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2025-08-29 UTC."],[],[],null,["# BigQuery ML components orchestrate tasks associated with BigQuery ML operations. See [BigQuery ML documentation](/bigquery-ml/docs).\n\nBigQuery ML operators\n---------------------\n\nThe Google Cloud SDK includes the following operators related to\nBigQuery ML resources:\n\n\n- [`BigqueryCreateModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryCreateModelJobOp)\n- [`BigqueryDetectAnomaliesModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryDetectAnomaliesModelJobOp)\n- [`BigqueryDropModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryDropModelJobOp)\n- [`BigqueryEvaluateModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryEvaluateModelJobOp)\n- [`BigqueryExplainForecastModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryExplainForecastModelJobOp)\n- [`BigqueryExplainPredictModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryExplainPredictModelJobOp)\n- [`BigqueryExportModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryExportModelJobOp)\n- [`BigqueryForecastModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryForecastModelJobOp)\n- [`BigqueryMLAdvancedWeightsJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLAdvancedWeightsJobOp)\n- [`BigqueryMLArimaCoefficientsJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLArimaCoefficientsJobOp)\n- [`BigqueryMLArimaEvaluateJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLArimaEvaluateJobOp)\n- [`BigqueryMLCentroidsJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLCentroidsJobOp)\n- [`BigqueryMLConfusionMatrixJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLConfusionMatrixJobOp)\n- [`BigqueryMLFeatureImportanceJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLFeatureImportanceJobOp)\n- [`BigqueryMLFeatureInfoJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLFeatureInfoJobOp)\n- [`BigqueryMLGlobalExplainJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLGlobalExplainJobOp)\n- [`BigqueryMLPrincipalComponentInfoJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLPrincipalComponentInfoJobOp)\n- [`BigqueryMLPrincipalComponentsJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLPrincipalComponentsJobOp)\n- [`BigqueryMLRecommendJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLRecommendJobOp)\n- [`BigqueryMLReconstructionLossJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLReconstructionLossJobOp)\n- [`BigqueryMLRocCurveJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLRocCurveJobOp)\n- [`BigqueryMLTrainingInfoJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLTrainingInfoJobOp)\n- [`BigqueryMLTrialInfoJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLTrialInfoJobOp)\n- [`BigqueryMLWeightsJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryMLWeightsJobOp)\n- [`BigqueryPredictModelJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryPredictModelJobOp)\n- [`BigqueryQueryJobOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html#v1.bigquery.BigqueryQueryJobOp)\n\n\u003cbr /\u003e\n\nAPI reference\n-------------\n\n- For component reference, see the\n [Google Cloud SDK reference for BigQuery ML components](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/bigquery.html).\n\n- [BigQuery ML API reference](/bigquery/docs/reference/rest)\n\nTutorial\n--------\n\n- [Get started with BigQuery ML pipeline components](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/ml_ops/stage3/get_started_with_bqml_pipeline_components.ipynb)\n- [Train and evaluate a demand forecasting model](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/pipelines/google_cloud_pipeline_components_bqml_pipeline_demand_forecasting.ipynb)\n\nVersion history and release notes\n---------------------------------\n\nTo learn more about the version history and changes to the Google Cloud Pipeline Components SDK, see the [Google Cloud Pipeline Components SDK Release Notes](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/release.html).\n\nTechnical support contacts\n--------------------------\n\nIf you have any questions, reach out to\n[bqml-feedback@google.com](mailto: bqml-feedback@google.com)."]]
