Best Determined Alternatives in 2026
Updated
20 tools from deep learning software ranked against Determined on the same published basis.
- 1Determined vs ONNX Runtime
- 2Determined vs Apache TVM
- 3Determined vs Paperspace Gradient
- 4Determined vs MATLAB Grader
- 5Determined vs TensorFlow
- 6Determined vs Lightning AI Studios
- 7Determined vs MegEngine
- 8Determined vs NVIDIA Triton Inference Server
- 9Determined vs Trackio
- 10Determined vs Amazon SageMaker Autopilot
- 11Determined vs Ray Train
- 12Determined vs HPE Morpheus VM Essentials Software
- 13Determined vs NVIDIA TensorRT
- 14Determined vs PyTorch
- 15Determined vs DeepSpeed
- 16Determined vs Keras
- 17Determined vs PaddlePaddle
- 18Determined vs Valohai
- 19Determined vs tinygrad
- 20Determined vs Apache SINGA
Determined alternatives compared
| # | Tool | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | ONNX Runtime | 7.8 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | Apache TVM | 7.6 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | Paperspace Gradient | 7.6 | Free plan | $8/mo | API, Linux, Mac, Web, Windows |
| 4 | MATLAB Grader | 7.5 | Free plan | Free | Linux, Mac, Web, Windows |
| 5 | TensorFlow | 7.5 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 6 | Lightning AI Studios | 7.3 | Free plan | — | API, Web |
| 7 | MegEngine | 7.3 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 8 | NVIDIA Triton Inference Server | 7.2 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 9 | Trackio | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 10 | Amazon SageMaker Autopilot | 7.1 | No | — | API, Web |
| 11 | Ray Train | 7.1 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 12 | HPE Morpheus VM Essentials Software | 7.0 | No | $50/mo | Linux, self-hosted, Web |
| 13 | NVIDIA TensorRT | 7.0 | Free plan | Free | Linux, self-hosted, Windows |
| 14 | PyTorch | 7.0 | No | — | Android, API, iOS, Linux, Mac, self-hosted, Windows |
| 15 | DeepSpeed | 6.8 | Free plan | Free | Linux, Mac, self-hosted |
| 16 | Keras | 6.7 | No | — | Linux, Mac, Windows |
| 17 | PaddlePaddle | 6.7 | No | — | API, Linux, Mac, self-hosted, Windows |
| 18 | Valohai | 6.6 | No | — | API, Linux, self-hosted, Web |
| 19 | tinygrad | 6.4 | No | — | Linux, Mac, Windows, Web |
| 20 | Apache SINGA | 6.2 | No | — | Linux, Windows, Mac |
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Questions about Determined alternatives
What is the best alternative to Determined?
ONNX Runtime, number 1 in deep learning software with a score of 7.8 out of 10. The others here: Apache TVM, Paperspace Gradient, MATLAB Grader and 16 more.
What is the best free alternative to Determined?
ONNX Runtime is the best-ranked alternative with a free plan. 12 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives ranked?
Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.