Vertex AI Workbench: Dokumentasi notebook
yang dikelola pengguna
Instance notebook yang dikelola pengguna menawarkan lingkungan
JupyterLab yang terintegrasi dan aman bagi data scientist dan developer machine learning
untuk bereksperimen, mengembangkan, dan men-deploy model ke dalam produksi. Instance notebook yang dikelola pengguna
dilengkapi dengan framework machine learning dan data science
terbaru.
Pelajari lebih lanjut.
Mulai bukti konsep Anda dengan kredit gratis senilai $300
-
Mendapatkan akses ke Gemini 2.0 Flash Thinking
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Penggunaan bulanan gratis untuk produk populer, termasuk AI API dan BigQuery
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Tidak ada biaya otomatis, tanpa komitmen
Terus jelajahi dengan lebih dari 20 produk yang selalu gratis
Akses 20+ produk gratis untuk kasus penggunaan umum, termasuk API AI, VM, data warehouse, dan lainnya.
Kecuali dinyatakan lain, konten di halaman ini dilisensikan berdasarkan Lisensi Creative Commons Attribution 4.0, sedangkan contoh kode dilisensikan berdasarkan Lisensi Apache 2.0. Untuk mengetahui informasi selengkapnya, lihat Kebijakan Situs Google Developers. Java adalah merek dagang terdaftar dari Oracle dan/atau afiliasinya.
Terakhir diperbarui pada 2025-08-18 UTC.
[[["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 2025-08-18 UTC."],[],[],null,["# Vertex AI Workbench: User-managed notebooks documentation\n\nVertex AI Workbench: User-managed notebooks\ndocumentation\n=========================================================\n\n[Read product documentation](/vertex-ai/docs/workbench/user-managed/introduction)\n|\n| Vertex AI Workbench user-managed notebooks is\n| [deprecated](/vertex-ai/docs/deprecations). On\n| April 14, 2025, support for\n| user-managed notebooks will end and the ability to create user-managed notebooks instances\n| will be removed. Existing instances will continue to function\n| but patches, updates, and upgrades won't be available. To continue using\n| Vertex AI Workbench, we recommend that you\n| [migrate\n| your user-managed notebooks instances to Vertex AI Workbench instances](/vertex-ai/docs/workbench/user-managed/migrate-to-instances).\n\n\nUser-managed notebooks instances offer an integrated and secure\nJupyterLab environment for data scientists and machine learning developers\nto experiment, develop, and deploy models into production. User-managed notebooks\ninstances come preinstalled with the latest data science\nand machine learning frameworks.\n[Learn more](/vertex-ai/docs/workbench/user-managed/introduction).\n[Get started for free](https://console.cloud.google.com/freetrial) \n\n#### Start your proof of concept with $300 in free credit\n\n- Get access to Gemini 2.0 Flash Thinking\n- Free monthly usage of popular products, including AI APIs and BigQuery\n- No automatic charges, no commitment \n[View free product offers](/free/docs/free-cloud-features#free-tier) \n\n#### Keep exploring with 20+ always-free products\n\n\nAccess 20+ free products for common use cases, including AI APIs, VMs, data warehouses,\nand more.\n\nDocumentation resources\n-----------------------\n\nFind quickstarts and guides, review key references, and get help with common issues. \nformat_list_numbered\n\n### Guides\n\n-\n\n [Create a user-managed notebooks instance](/vertex-ai/docs/workbench/user-managed/create-new)\n\n-\n\n [Introduction to user-managed notebooks](/vertex-ai/docs/workbench/user-managed/introduction)\n\n-\n\n [Install dependencies](/vertex-ai/docs/workbench/user-managed/dependencies)\n\nemoji_objects\n\n### Concepts\n\n-\n\n [Change machine type and configure GPUs of a user-managed notebooks instance](/vertex-ai/docs/workbench/user-managed/manage-hardware-accelerators)\n\n-\n\n [Use R with BigQuery](/vertex-ai/docs/workbench/user-managed/use-r-bigquery)\n\n-\n\n [Save a notebook to GitHub](/vertex-ai/docs/workbench/user-managed/save-to-github)\n\ninfo\n\n### Resources\n\n-\n\n [Pricing](/vertex-ai/pricing)\n\n-\n\n [Release notes](/vertex-ai/docs/release-notes)\n\n-\n\n [Get support](/vertex-ai/docs/support/getting-support)\n\nRelated videos\n--------------"]]