Best Deep Learning Software in 2026
Updated
36 deep learning software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
36ranked
0free plans on this page
$50/molowest paid tier
4 Oct 2026last checked
0 of the 11 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.
| # | App | Signal | Free tier | Open code | Devices | From | Score |
|---|---|---|---|---|---|---|---|
| 26 | NVIDIA TensorRTWindows · Linux | No signal | — | — | 2 of 6 | — | 5.3 |
| 27 | OpenVINOWindows · Mac · Linux | One bar | — | — | 3 of 6 | — | 5.3 |
| 28 | Kubeflow TrainerLinux | No signal | — | — | 1 of 6 | — | 5.2 |
| 29 | MindSporeLinux | No signal | — | — | 1 of 6 | — | 5.2 |
| 30 | NVIDIA cuDNNWindows · Linux | No signal | — | — | 2 of 6 | — | 5.2 |
| 31 | NVIDIA TAO ToolkitLinux | No signal | — | — | 1 of 6 | — | 5.2 |
| 32 | TarantellaLinux | No signal | — | — | 1 of 6 | — | 5.2 |
| 33 | ChainerNo platforms listed | No signal | — | — | 0 of 6 | — | 5.1 |
| 34 | HPE Morpheus VM Essentials SoftwareWeb · Linux · Self-hosted | One bar | — | — | 2 of 6 | $50/mo | 5.1 |
| 35 | MATLAB Deep Learning ToolboxWindows · Mac · Linux | Two bars | — | — | 3 of 6 | — | 5.0 |
| 36 | ValohaiWeb · Linux · Self-hosted · API | One bar | — | — | 2 of 6 | — | 5.0 |
Compare all 11 in a table
| # | App | Score | Free plan | From | Free plan | Paid from | Training mode | Deployment targets |
|---|---|---|---|---|---|---|---|---|
| 26 | NVIDIA TensorRT | 5.3 | No | — | Yes | — | local | multiple |
| 27 | OpenVINO | 5.3 | No | — | Yes | — | local | multiple |
| 28 | Kubeflow Trainer | 5.2 | No | — | Yes | — | both | multiple |
| 29 | MindSpore | 5.2 | No | — | Yes | — | local | multiple |
| 30 | NVIDIA cuDNN | 5.2 | No | — | Yes | — | local | multiple |
| 31 | NVIDIA TAO Toolkit | 5.2 | No | — | Yes | — | both | multiple |
| 32 | Tarantella | 5.2 | No | — | Yes | — | local | on-prem |
| 33 | Chainer | 5.1 | No | — | Yes | — | local | — |
| 34 | HPE Morpheus VM Essentials Software | 5.1 | No | $50/mo | Yes | — | both | multiple |
| 35 | MATLAB Deep Learning Toolbox | 5.0 | No | — | No | — | both | multiple |
| 36 | Valohai | 5.0 | No | — | No | — | — | — |