JupyterLab vs Paperspace Gradient
JupyterLab
jupyter.orgPaperspace Gradient
paperspace.comSide by side
| Figure | JupyterLab | Paperspace Gradient |
|---|---|---|
| Price from | Free | $8/mo |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | Yes | Yes |
| Web | Yes | Yes |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 1 | 17 |
| Spec score · Coding Playgrounds | 9.1 (#9) | 9.1 (#10) |
| Spec score · Data Science Platforms | 8.5 (#5) | 8.7 (#3) |
| API | A public API is documented for building npm-based JupyterLab extensions and application components. | Paperspace provides a documented REST API with a unified endpoint schema and improved scalability; legacy Gradient and Core endpoints were deprecated. |
| Documentation depth | Documentation includes user guides, developer material, an extension migration guide, API reference, security guidance and a detailed changelog. | The documentation includes getting-started guides, how-to articles, concepts, reference material, limits, known issues, support pages, CLI references, and SDK/API examples. |
| Free plan | Yes | Yes |
| Intended users | JupyterLab is focused on interactive, exploratory computing and is suited to workflows such as data science, scientific computing, computational journalism, and machine learning. | The pricing page describes plans for beginners and individual ML/AI engineers, data scientists, researchers, teams, research groups, and startups. |
| Notebooks | JupyterLab supports the .ipynb notebook format used by classic Jupyter Notebook. | Notebooks provide a browser-based Jupyter IDE with persistent shared storage and accelerated CPU, GPU, or multi-GPU machines. |
| Purpose | JupyterLab is a web-based interactive development environment for notebooks, code, and data. | Gradient is a machine learning platform for developing, tracking, and collaborating on machine learning models. |
| Rating on G2 | 4.5 out of 5 from 3 reviews | Paperspace Core is rated 4.9 out of 5 from 10 reviews. |
| Security | JavaScript and HTML outputs in notebooks created on other machines are sanitized and not displayed until the notebook is trusted. | Paperspace describes centralized permissions and activity logs, and says its security team monitors threats around the clock. |
| Self-hosting | JupyterLab is installed and launched locally with the `jupyter lab` command, so organizations can operate it on their own computers or servers. | Enterprise Gradient can be hosted on private cloud, on-premises infrastructure, or private clusters and is marketed as running without limits. |
| What it does | JupyterLab is a web-based environment for interactive and reproducible computing with notebooks, terminals, text editors, file browsing and rich outputs. | Paperspace is a cloud machine-learning platform for developing, training, and deploying AI applications with GPU-backed infrastructure. |
Plans
Paperspace Gradient
- Free (Individual)Free
- Pro (Individual)$8 a month
- Growth (Individual)$39 a month
- Free (Team)Free
- Pro (Team)$12 a month
- Growth (Team)$39 a month
- T0Free
- T1$12 a month
- FreeFree
- FreeFree
In their own words
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.
Paperspace Gradient
Paperspace Gradient is a machine learning platform for building, tracking, and collaborating on models. Its browser-based IDE launches GPU-enabled Jupyter notebooks; teams can share projects, invite collaborators, and connect GitHub to manage code and compute resources. Notebook environments run in Docker containers. For deployment, Gradient serves models through API endpoints, with runtime, instance-type, and autoscaling choices. On-demand GPU and IPU instances are available, and paid instance utilization can cost extra beyond plan fees. Gradient supports major machine learning frameworks and libraries. Plans include free options and paid options listed from $8/mo; individual and team plans have different storage allowances, and notebook plans specify limits on notebooks and running sessions. Gradient is offered for beginners, ML/AI engineers, data scientists, researchers, teams, research groups, and startups. Paperspace also lists a Windows, macOS, and Linux beta desktop app, along with centralized permissions and activity logs.