Best Apache SINGA Alternatives in 2026
Updated
20 tools from deep learning software ranked against Apache SINGA on the same published basis.
- 1Apache SINGA vs ONNX Runtime
- 2Apache SINGA vs Apache TVM
- 3Apache SINGA vs Paperspace Gradient
- 4Apache SINGA vs MATLAB Grader
- 5Apache SINGA vs TensorFlow
- 6Apache SINGA vs MegEngine
- 7Apache SINGA vs NVIDIA Triton Inference Server
- 8Apache SINGA vs Trackio
- 9Apache SINGA vs Amazon SageMaker Autopilot
- 10Apache SINGA vs Ray Train
- 11Apache SINGA vs HPE Morpheus VM Essentials Software
- 12Apache SINGA vs PyTorch
- 13Apache SINGA vs DeepSpeed
- 14Apache SINGA vs Keras
- 15Apache SINGA vs PaddlePaddle
- 16Apache SINGA vs Lightning AI Studios
- 17Apache SINGA vs Valohai
- 18Apache SINGA vs tinygrad
- 20Apache SINGA vs Caffe
- 21Apache SINGA vs Deeplearning4j
Apache SINGA 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 | MegEngine | 7.3 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 7 | NVIDIA Triton Inference Server | 7.2 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 8 | Trackio | 7.2 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 9 | Amazon SageMaker Autopilot | 7.1 | No | — | API, Web |
| 10 | Ray Train | 7.1 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 11 | HPE Morpheus VM Essentials Software | 7.0 | No | $50/mo | Linux, self-hosted, Web |
| 12 | PyTorch | 7.0 | No | — | Android, API, iOS, Linux, Mac, self-hosted, Windows |
| 13 | DeepSpeed | 6.8 | Free plan | Free | Linux, Mac, self-hosted |
| 14 | Keras | 6.7 | No | — | Linux, Mac, Windows |
| 15 | PaddlePaddle | 6.7 | No | — | API, Linux, Mac, self-hosted, Windows |
| 16 | Lightning AI Studios | 6.6 | Free plan | — | API, Web |
| 17 | Valohai | 6.6 | No | — | API, Linux, self-hosted, Web |
| 18 | tinygrad | 6.4 | No | — | Linux, Mac, Windows, Web |
| 20 | Caffe | 6.2 | No | — | Linux, Mac, Windows |
| 21 | Deeplearning4j | 6.2 | No | — | Windows, Mac, Linux |
Make your tool an alternative to Apache SINGA
See the priceThe sponsored alternative slot on this page is labelled Sponsored.
Questions about Apache SINGA alternatives
What is the best alternative to Apache SINGA?
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 Apache SINGA?
ONNX Runtime is the best-ranked alternative with a free plan. 11 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.




















