Amazon SageMaker Studio Lab vs JupyterLab
Amazon SageMaker Studio Lab
studiolab.sagemaker.aws
JupyterLab
jupyter.orgSide by side
| Figure | Amazon SageMaker Studio Lab | JupyterLab |
|---|---|---|
| Price from | Free | Free |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | Yes |
| Web | Yes | Yes |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | — | Yes |
| Self-hosted | — | Yes |
| Plans published | 2 | 1 |
| Spec score · Coding Playgrounds | 7.5 (#102) | 9.1 (#9) |
| Free plan | Yes | Yes |
| Purpose | Studio Lab provides free AWS compute resources for creating and running Jupyter notebooks without signing up for an AWS account. | JupyterLab is a web-based interactive development environment for notebooks, code, and data. |
| Security | AWS says Studio Lab does not support Studio Classic's fine-grained access control and security features using IAM, VPC, and KMS. | JavaScript and HTML outputs in notebooks created on other machines are sanitized and not displayed until the notebook is trusted. |
Plans
Amazon SageMaker Studio Lab
- FreeFree
- Amazon SageMaker Studio LabFree
In their own words
Amazon SageMaker Studio Lab
Amazon SageMaker Studio Lab has no write-up on Specifiction yet; its figures are above.
JupyterLab
JupyterLab is a web-based environment for interactive work with notebooks, code and data. Its workspace brings notebooks, text editors, terminals and custom components together in tabs and splitters. Code consoles act as scratchpads, and kernel-backed documents can run code in files such as Markdown, Python, R and LaTeX. It supports the .ipynb format used by classic Jupyter Notebook, and can view and edit formats including Markdown, images, CSV, JSON, HTML, LaTeX and PDF. Visualization libraries include matplotlib and Plotly; interactive plots or widgets may require additional packages. Extensions can add themes, viewers, editors, output renderers and interface controls, but can execute code in the browser, server and kernel, so only trusted extensions are advised. Real-time collaboration can be enabled with jupyter_collaboration. JavaScript and HTML outputs from notebooks created elsewhere remain hidden until the notebook is trusted. JupyterLab is free, open-source software under a modified BSD license, installed with pip or via a Homebrew command for macOS and Linux. It runs on Linux, macOS, the web and self-hosted systems.