NVIDIA cuDNN vs Paperspace Gradient
NVIDIA cuDNN
developer.nvidia.comPaperspace Gradient
paperspace.comSide by side
| Figure | NVIDIA cuDNN | Paperspace Gradient |
|---|---|---|
| Price from | Free | $8/mo |
| Free plan | Yes | Yes |
| Free trial | — | — |
| Open source | — | Yes |
| Web | — | Yes |
| Windows | Yes | Yes |
| macOS | — | Yes |
| Linux | Yes | Yes |
| API | — | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 1 | 17 |
| Spec score · Deep Learning Software | 7.5 (#20) | 8.8 (#3) |
| Purpose | cuDNN is a GPU-accelerated library of primitives for deep neural networks. | Gradient is a machine learning platform for developing, tracking, and collaborating on machine learning models. |
| Security | NVIDIA’s cuDNN page directs users to report security vulnerabilities or NVIDIA AI concerns. | Paperspace describes centralized permissions and activity logs, and says its security team monitors threats around the clock. |
| Support | NVIDIA provides cuDNN documentation and a developer forum from the product page. | Paperspace lists free ticket-based support seven days a week and contract-based enterprise support with infrastructure assistance and customer success managers. |
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
NVIDIA cuDNN
NVIDIA cuDNN 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.