Amazon SageMaker Studio Lab免费的基于浏览器的 JupyterLab 环境，用于机器学习实验，支持 CPU/GPU 和持久存储。

4.6 (5)

审阅者 Daniel Nikulshyn·更新 2026年7月

Free Cloud IDE JupyterLab Machine Learning GPU Browser-Based Education AWS

概览

Amazon SageMaker Studio Lab 是一个免费的、基于浏览器的 JupyterLab 环境，专为机器学习实验设计。它为用户提供访问 CPU 和 GPU 资源，以及持久存储，以促进数据科学和机器学习工作流程。该工具适用于希望在无需设置复杂环境的情况下探索和实验机器学习模型的个人。它与 AWS 其他服务集成良好，为已经在 AWS 生态系统中工作的用户提供了无缝体验。然而，与完整的 SageMaker 相比，其功能受到一定限制，用户可能会遇到非常大的数据集或高度复杂的模型效率问题。

主要功能

基于浏览器的 JupyterLab 环境
支持 CPU 和 GPU
持久存储
与 AWS 服务集成

价格

模型: Free
分类: 其他
评分: 4.6 / 5 (5)

使用场景

动手学习机器学习

学生和初学者可以在免费的基于浏览器的 JupyterLab 环境中实验机器学习笔记本，无需设置本地基础设施。

使用 GPU 原型设计 ML 模型

研究人员和爱好者可以直接在浏览器中使用免费的 CPU 或 GPU 计算来原型设计和训练模型。

持久的笔记本工作流

通过持久存储维护持续的机器学习项目，笔记本、数据集和环境在会话之间保存。

在线教授机器学习课程

教师可以与学生分享可复制的 JupyterLab 笔记本，使每个人都能在一致的环境中运行相同的实验。

优点 & 缺点

优点

免费使用
轻松访问 GPU 资源
项目持久存储

缺点

与完整的 SageMaker 相比功能有限
可能无法高效处理非常大的数据集或复杂的模型

对决战绩

在万神殿中参与了 3 对决。

第1

第2

第3

Last 3 battles

评测

4.6

5 个评分的平均值。

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Kwame Mensah

May 6, 2026

Use it every day

Honestly didn't expect to like it this much. The dashboard is exactly what I needed, and it is genuinely easy to set up. but I reach for it almost every day now and it just clicks.

Elena Rossi

Jan 28, 2026

Does the job

Pretty happy overall. The API just works and it saves real time. Pricing gets steep at scale can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Diego Fernández

Jan 15, 2026

Compared a few options

Evaluated this against two competitors. Where it wins: the onboarding and it is genuinely easy to set up. Where it lags: pricing gets steep at scale. On balance the feature set — especially the automation — justifies the 4 stars for our use case.

Sofia Lindqvist

Jan 6, 2026

Does the job

Pretty happy overall. The API just works and the value for money is strong. A few rough edges remain can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

Aisha Khan

Jun 27, 2025

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the API, and the value for money is strong caught me off guard. still, I'd recommend giving it a real trial.

问答

What is SageMaker Studio Lab best suited for?

It's designed for ML experimentation, learning, and prototyping in JupyterLab. With CPU/GPU options and persistent storage, it's well suited to running notebooks, trying out models, and saving your work between sessions.

Asked by Aaliyah Johnson · Oct 23, 2025

Do I need an AWS account to use SageMaker Studio Lab?

No AWS account is required. Studio Lab runs entirely in the browser, so you can sign up separately and start running JupyterLab notebooks without provisioning AWS infrastructure.

Asked by Tomáš Novák · Sep 29, 2025

How much does Amazon SageMaker Studio Lab cost?

SageMaker Studio Lab is free to use. It provides a browser-based JupyterLab environment with access to CPU and GPU compute as well as persistent storage at no charge.

Asked by Tariq Aziz · Aug 6, 2025