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Vertex AI mencakup alat-alat berikut untuk membantu data scientist dan software engineer mengembangkan alur kerja machine learning (ML):
Vertex AI SDK adalah serangkaian kelas komprehensif yang ditulis di Python yang memungkinkan Anda mengotomatiskan alur kerja ML. Dengan
Vertex AI SDK, Anda dapat menggunakan bahasa Python untuk
menyelesaikan semua hal yang dapat Anda lakukan di konsol Google Cloud . Untuk mengetahui informasi selengkapnya, lihat Pengantar Vertex AI SDK.
Colab Enterprise adalah lingkungan notebook kolaboratif dan terkelola
dengan kemampuan keamanan dan kepatuhan Google Cloud. Untuk mengetahui
informasi selengkapnya, lihat
Pengantar Colab Enterprise.
Vertex AI Workbench adalah lingkungan pengembangan berbasis notebook Jupyter yang dapat digunakan data scientist untuk seluruh alur kerja ML mereka. Untuk informasi selengkapnya, lihat Pengantar Vertex AI Workbench.
Terraform adalah alat
infrastructure as code
(IaC) yang dapat Anda gunakan
untuk menyediakan resource dan izin bagi beberapa layanan Google Cloud , termasuk Vertex AI. Untuk mengetahui informasi selengkapnya, lihat
Dukungan Terraform untuk Vertex AI.
[[["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,["# Development tools overview\n\nVertex AI includes the following tools to help data scientists and software engineers develop machine learning (ML) workflows:\n\n\u003cbr /\u003e\n\n- The Vertex AI SDK is a comprehensive set of classes written in Python that lets you automate an ML workflow. With the Vertex AI SDK, you can use the Python language to accomplish anything you can do in the Google Cloud console. For more information, see [Introduction to the\n Vertex AI SDK](/vertex-ai/docs/python-sdk/use-vertex-ai-python-sdk).\n- Colab Enterprise is a collaborative, managed notebook environment with the security and compliance capabilities of Google Cloud. For more information, see [Introduction to Colab Enterprise](/colab/docs/introduction).\n- Vertex AI Workbench is a Jupyter notebook-based development environment that data scientists can use for their entire ML workflow. For more information, see [Introduction to Vertex AI Workbench](/vertex-ai/docs/workbench/introduction).\n- Terraform is an (IaC) tool that you can use to provision resources and permissions for multiple Google Cloud services, including Vertex AI. For more information, see [Terraform support for Vertex AI](/vertex-ai/docs/start/use-terraform-vertex-ai).\n\nWhat's next\n-----------\n\n- Learn about the\n [Vertex AI SDK](/vertex-ai/docs/python-sdk/use-vertex-ai-python-sdk).\n\n- Learn about [Colab Enterprise](/colab/docs/introduction).\n\n- Learn about [Vertex AI Workbench](/vertex-ai/docs/workbench/introduction).\n\n- Learn about [Terraform support for Vertex AI](/vertex-ai/docs/start/use-terraform-vertex-ai)."]]
