[[["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,["# Hyperparameter tuning components perform hyperparameter tuning in Vertex AI. For more information, see [Use hyperparameter tuning](/vertex-ai/docs/training/using-hyperparameter-tuning).\n\nThe Google Cloud SDK includes the following operator related to hyperparameter tuning:\n\n\n- [`HyperparameterTuningJobRunOp`](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/hyperparameter_tuning_job.html#v1.hyperparameter_tuning_job.HyperparameterTuningJobRunOp)\n\n\u003cbr /\u003e\n\nAPI reference\n-------------\n\n- For component reference, see the\n [Google Cloud SDK reference for hyperparameter tuning components](https://google-cloud-pipeline-components.readthedocs.io/en/google-cloud-pipeline-components-2.19.0/api/v1/hyperparameter_tuning_job.html).\n\n- For Vertex AI API reference, see the [`HyperparameterTuningJob` resource](/vertex-ai/docs/reference/rest/v1/projects.locations.hyperparameterTuningJobs) page.\n\nTutorial\n--------\n\n- [Get started with Hyperparameter Tuning pipeline components](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/cad623ef84882f410fcc0dc39527be25a5e5f584/notebooks/community/ml_ops/stage3/get_started_with_hpt_pipeline_components.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[kubeflow-pipelines-components@google.com](mailto: kubeflow-pipelines-components@google.com)."]]
