Hyperparameter tuning Vertex AI TensorBoard dengan dasbor HParams: Notebook
Tetap teratur dengan koleksi
Simpan dan kategorikan konten berdasarkan preferensi Anda.
Dalam notebook ini, Anda melatih model dan melakukan penyesuaian hyperparameter menggunakan
TensorFlow. Anda juga mencatat hyperparameter dan metrik di
Vertex AI TensorBoard.
Notebook: Penyesuaian hyperparameter Vertex AI TensorBoard dengan dasbor HParams
Tutorial ini menggunakan layanan dan resource Vertex AI berikut:
Vertex AI TensorBoard
Eksperimen Vertex AI
Langkah-langkah yang dilakukan meliputi:
Sesuaikan operasi TensorFlow untuk mencatat hyperparameter dan metrik.
Mulai jalankan dan catat semuanya di bawah satu direktori induk.
Visualisasikan hasilnya di dasbor HParams TensorBoard.
[[["Mudah dipahami","easyToUnderstand","thumb-up"],["Memecahkan masalah saya","solvedMyProblem","thumb-up"],["Lainnya","otherUp","thumb-up"]],[["Sulit dipahami","hardToUnderstand","thumb-down"],["Informasi atau kode contoh salah","incorrectInformationOrSampleCode","thumb-down"],["Informasi/contoh yang saya butuhkan tidak ada","missingTheInformationSamplesINeed","thumb-down"],["Masalah terjemahan","translationIssue","thumb-down"],["Lainnya","otherDown","thumb-down"]],["Terakhir diperbarui pada 2025-09-04 UTC."],[],[],null,["# Vertex AI TensorBoard hyperparameter tuning with the HParams dashboard: Notebook\n\nIn this notebook, you train a model and perform hyperparameter tuning using\nTensorFlow. You also log the hyperparameters and metrics in\nVertex AI TensorBoard.\n\nNotebook: Vertex AI TensorBoard hyperparameter tuning with the HParams dashboard\n--------------------------------------------------------------------------------\n\n| To see an example of hyperparameter tuning using TensorFlow,\n| run the \"Vertex AI TensorBoard hyperparameter tuning with the HParams dashboard\" 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/tensorboard/tensorboard_hyperparameter_tuning_with_hparams.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%2Ftensorboard%2Ftensorboard_hyperparameter_tuning_with_hparams.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%2Ftensorboard%2Ftensorboard_hyperparameter_tuning_with_hparams.ipynb)\n|\n|\n| \\|\n|\n| [View on GitHub](https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/tensorboard/tensorboard_hyperparameter_tuning_with_hparams.ipynb)\n\nThis tutorial uses the following Vertex AI services and resources:\n\n- Vertex AI TensorBoard\n- Vertex AI Experiments\n\nThe steps performed include:\n\n- Adapt TensorFlow runs to log hyperparameters and metrics.\n- Start runs and log them all under one parent directory.\n- Visualize the results in TensorBoard's HParams dashboard.\n\nRelevant content\n----------------\n\n- [Vertex AI TensorBoard](/vertex-ai/docs/experiments/tensorboard-introduction)"]]
