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Vertex AI TensorBoard adalah versi Open Source TensorBoard
(TB) terkelola yang siap digunakan oleh perusahaan, yang merupakan project Google Open Source untuk visualisasi eksperimen
machine learning.
Dengan Vertex AI TensorBoard, Anda dapat melacak, memvisualisasikan, dan membandingkan
eksperimen ML serta membagikannya kepada tim Anda.
Vertex AI TensorBoard menyediakan berbagai visualisasi mendetail yang
mencakup:
melacak dan memvisualisasikan metrik, seperti kehilangan dan akurasi dari waktu ke waktu,
memvisualisasikan grafik komputasi model (operasi dan lapisan),
melihat histogram bobot, bias, atau tensor lain yang terus berubah seiring waktu,
memproyeksikan embedding ke ruang dimensi yang lebih rendah,
dan menampilkan sampel gambar, teks, dan audio.
Selain visualisasi canggih dari
TensorBoard, Vertex AI TensorBoard juga menyediakan:
link persisten yang dapat dibagikan ke eksperimen Vertex AI TensorBoard dari eksperimen Anda,
integrasi yang erat dengan layanan Vertex AI untuk pelatihan model,
keamanan, privasi, dan kepatuhan tingkat perusahaan.
Integrasi dengan Vertex AI Experiments memungkinkan Anda:
menggunakan daftar semua eksperimen dalam suatu project yang dapat ditelusuri dan dibandingkan,
melihat metrik deret waktu di konsol Google Cloud ,
membandingkan skalar di berbagai eksperimen dan juga eksperimen yang berjalan,
memiliki akses langsung ke Vertex AI TensorBoard.
Vertex AI TensorBoard dan konsol Google Cloud
Konsol Google Cloud digunakan untuk:
membuat atau menghapus instance Vertex AI 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,["# Introduction to Vertex AI TensorBoard\n\nVertex AI TensorBoard is an enterprise-ready managed\nversion of [Open Source TensorBoard](https://www.tensorflow.org/tensorboard/get_started)\n(TB), which is a Google Open Source project for machine learning experiment\nvisualization.\n\nWith Vertex AI TensorBoard, you can track, visualize, and compare\nML experiments and share them with your team.\n\nVertex AI TensorBoard provides various detailed visualizations, that\nincludes:\n\n- tracking and visualizing metrics such as loss and accuracy over time,\n- visualizing model computational graphs (ops and layers),\n- viewing histograms of weights, biases, or other tensors as they change over time,\n- projecting embeddings to a lower dimensional space,\n- and displaying image, text, and audio samples.\n\nIn addition to the powerful visualizations from\nTensorBoard, Vertex AI TensorBoard provides:\n\n- a persistent, shareable link to your experiment's, Vertex AI TensorBoard experiment,\n- tight integrations with Vertex AI services for model training,\n- enterprise-grade security, privacy, and compliance.\n\nIntegration with Vertex AI Experiments lets you:\n\n- use a searchable and compare list of all experiments in a project,\n- view time series metrics in the Google Cloud console,\n- compare scalars across experiments and experiment runs,\n- have direct access to Vertex AI TensorBoard.\n\nVertex AI TensorBoard and the Google Cloud console\n--------------------------------------------------\n\nThe Google Cloud console is used to:\n\n- create or delete Vertex AI TensorBoard instances,\n- create [Vertex AI Experiments](/vertex-ai/docs/experiments/create-experiment#google-cloud-console),\n- view Vertex AI TensorBoard instance storage size → associated costs,\n- view associated [Vertex AI Experiments, Custom Jobs, and\n Pipeline Runs](/vertex-ai/docs/experiments/compare-analyze-runs),\n- visualize some [time series metrics](/vertex-ai/docs/experiments/tensorboard-view#visualize_metrics_console).\n\nWhat's next\n-----------\n\n- [Setup Vertex AI TensorBoard](/vertex-ai/docs/experiments/tensorboard-setup)\n- Check out the [TensorBoard API documentation](https://www.tensorflow.org/tensorboard/get_started)."]]
