[[["容易理解","easyToUnderstand","thumb-up"],["確實解決了我的問題","solvedMyProblem","thumb-up"],["其他","otherUp","thumb-up"]],[["難以理解","hardToUnderstand","thumb-down"],["資訊或程式碼範例有誤","incorrectInformationOrSampleCode","thumb-down"],["缺少我需要的資訊/範例","missingTheInformationSamplesINeed","thumb-down"],["翻譯問題","translationIssue","thumb-down"],["其他","otherDown","thumb-down"]],["上次更新時間:2025-09-04 (世界標準時間)。"],[],[],null,["# Compare trained and evaluated models: Notebook\n\nAs a Data Scientist, this is a common workflow: Train a model\nlocally (in my Notebook), log the parameters, log the training time series\nmetrics to ,\nand log the evaluation metrics.\n\nYou can view the experiment runs associated with an experiment on the\nexperiments page in the Google Cloud console.\n\nNotebook: Compare locally trained models\n----------------------------------------\n\n| To see an example of comparing models,\n| run the \"Vertex AI: Track parameters and metrics for locally trained models\" notebook in one of the following\n| environments:\n|\n| [Open in Colab](https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/experiments/comparing_local_trained_models.ipynb)\n|\n|\n| \\|\n|\n| [Open in Colab Enterprise](https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fexperiments%2Fcomparing_local_trained_models.ipynb)\n|\n|\n| \\|\n|\n| [Open\n| in Vertex AI Workbench](https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fexperiments%2Fcomparing_local_trained_models.ipynb)\n|\n|\n| \\|\n|\n| [View on GitHub](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/experiments/comparing_local_trained_models.ipynb)\n\nIn the \"Vertex AI: Track parameters and metrics for locally trained\nmodels\" notebook, you'll learn how to use Vertex AI Experiments to:\n\n- Log the model parameters.\n- Log the loss and metrics on every epoch to TensorBoard.\n- Log the evaluation metrics.\n- Compare two experiment runs.\n\nRelevant content\n----------------\n\n- [Log data to an experiment run](/vertex-ai/docs/experiments/log-data)\n - [Assign backing Vertex AI TensorBoard resource for Time Series Metric](/vertex-ai/docs/experiments/log-data#assign_backing_resource_for_time_series_metric)\n - [Log summary metrics](/vertex-ai/docs/experiments/log-data#summary_metrics)\n - [Log time series metrics](/vertex-ai/docs/experiments/log-data#time_series_metrics)\n - [Log parameters](/vertex-ai/docs/experiments/log-data#parameters)"]]