此处提供的每个教程会逐步引导您完成特定的人工智能 (AI) 工作流,创建此工作流旨在表示最常见的任务并说明 Vertex AI 的功能。选择与您的数据类型和 AI 任务最匹配的教程。完成相应教程后,您可以利用学到的模式来解决自己的 AI 问题。Vertex AI 提供使用 Python SDK 的Google Cloud 控制台教程和笔记本教程。您可以直接在 Colab 中打开笔记本教程,将笔记本下载到您的首选环境,或在 Vertex AI Workbench 中打开笔记本教程。
训练用于表格数据的分类模型
根据表格数据创建 Vertex AI 数据集,然后使用 AutoML 训练分类模型。将此模型部署到端点并进行在线预测。
[[["易于理解","easyToUnderstand","thumb-up"],["解决了我的问题","solvedMyProblem","thumb-up"],["其他","otherUp","thumb-up"]],[["很难理解","hardToUnderstand","thumb-down"],["信息或示例代码不正确","incorrectInformationOrSampleCode","thumb-down"],["没有我需要的信息/示例","missingTheInformationSamplesINeed","thumb-down"],["翻译问题","translationIssue","thumb-down"],["其他","otherDown","thumb-down"]],[],[],[],null,["# Tutorials overview\n\nEach of the tutorials presented here walks you through a specific artificial intelligence (AI)\nworkflow, created to represent the most common tasks and to illustrate the\ncapabilities of Vertex AI. Choose the tutorial that best matches your\ndata type and AI task. After following the tutorial, you can use the patterns\nthat you have learned to solve your own AI problem. Vertex AI offers\nGoogle Cloud console tutorials and notebook tutorials that use the Python SDK.\nYou can open a notebook tutorial directly in Colab, download the notebook to your\npreferred environment, or [open the notebook tutorial in Vertex AI Workbench](#workbench).\n\nTrain a classification model for tabular data\n---------------------------------------------\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\nTrain a regression model for tabular data\n-----------------------------------------\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\nTrain a time-series forecasting model for tabular data\n------------------------------------------------------\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\nTrain a classification model for image data\n-------------------------------------------\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\nHow to open a notebook in Vertex AI Workbench\n---------------------------------------------\n\n\nTo open a notebook tutorial in a Vertex AI Workbench instance:\n\n1. Click the **Vertex AI Workbench** link in the [notebook list](/vertex-ai/docs/tutorials/jupyter-notebooks). The link opens the Vertex AI Workbench console.\n2. In the **Deploy to notebook** screen, type a name for your new Vertex AI Workbench instance and click **Create**.\n3. In the **Ready to open notebook** dialog that appears after the instance starts, click **Open**.\n4. On the **Confirm deployment to notebook server** page, select **Confirm**.\n5. Before running the notebook, select **Kernel \\\u003e Restart Kernel\n and Clear all Outputs**.\n\n\u003cbr /\u003e\n\nWhat's next\n-----------\n\n- View the full list of [Vertex AI notebook tutorials](/vertex-ai/docs/tutorials/jupyter-notebooks).\n- Learn more about [model training](/vertex-ai/docs/training-overview)."]]