Amazon SageMaker Studio Lab vs Paperspace Gradient
Amazon SageMaker Studio Lab
studiolab.sagemaker.awsPaperspace Gradient
paperspace.comSide by side
| Figure | Amazon SageMaker Studio Lab | Paperspace Gradient |
|---|---|---|
| Price from | Free | $8/mo |
| 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 | 17 |
| Spec score · Coding Playgrounds | 7.5 (#102) | 9.1 (#10) |
| Deployment options | none | full_stack |
| Free plan | Yes | Yes |
| GitHub integration | Users can clone GitHub notebooks and repositories directly into a Studio Lab project. | Users can connect GitHub to manage work and compute resources with git. |
| Purpose | Studio Lab provides free AWS compute resources for creating and running Jupyter notebooks without signing up for an AWS account. | Gradient is a machine learning platform for developing, tracking, and collaborating on machine learning models. |
| Security | AWS says Studio Lab does not support Studio Classic's fine-grained access control and security features using IAM, VPC, and KMS. | Paperspace describes centralized permissions and activity logs, and says its security team monitors threats around the clock. |
Plans
Amazon SageMaker Studio Lab
- FreeFree
- Amazon SageMaker Studio LabFree
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
Amazon SageMaker Studio Lab
Amazon SageMaker Studio Lab has no write-up on Specifiction yet; its figures are above.
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.