Best Apache SINGA Alternatives in 2026
Updated
20 apps from deep learning software ranked against Apache SINGA on the same published basis.
- 1Apache SINGA vs TensorFlow
- 2Apache SINGA vs PyTorch
- 3Apache SINGA vs DeepSpeed
- 4Apache SINGA vs NVIDIA Triton Inference Server
- 5Apache SINGA vs ONNX Runtime
- 6Apache SINGA vs MegEngine
- 7Apache SINGA vs Apache TVM
- 8Apache SINGA vs Caffe
- 9Apache SINGA vs Deeplearning4j
- 10Apache SINGA vs Lightning AI Studios
- 11Apache SINGA vs Keras
- 12Apache SINGA vs NVIDIA TensorRT
- 13Apache SINGA vs NVIDIA TAO Toolkit
- 14Apache SINGA vs NVIDIA cuDNN
- 15Apache SINGA vs Paperspace Gradient
- 16Apache SINGA vs fastai
- 17Apache SINGA vs MATLAB Deep Learning Toolbox
- 18Apache SINGA vs Ray Train
- 19Apache SINGA vs Determined
- 21Apache SINGA vs Chainer
Apache SINGA alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | TensorFlow | 9.1 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | PyTorch | 8.3 | No | — | Android, API, iOS, Linux, Mac, self-hosted, Windows |
| 3 | DeepSpeed | 8.0 | Free plan | Free | Linux, Mac, self-hosted |
| 4 | NVIDIA Triton Inference Server | 7.9 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 5 | ONNX Runtime | 7.9 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Web, Windows |
| 6 | MegEngine | 7.6 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 7 | Apache TVM | 7.5 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 8 | Caffe | 7.2 | No | — | Linux, Mac, Windows |
| 9 | Deeplearning4j | 7.1 | No | — | Windows, Mac, Linux |
| 10 | Lightning AI Studios | 7.1 | Free plan | — | API, Web |
| 11 | Keras | 7.0 | No | — | Linux, Mac, Windows |
| 12 | NVIDIA TensorRT | 6.9 | Free plan | Free | Linux, self-hosted, Windows |
| 13 | NVIDIA TAO Toolkit | 6.8 | No | — | Linux |
| 14 | NVIDIA cuDNN | 6.7 | No | — | Windows, Linux |
| 15 | Paperspace Gradient | 6.7 | Free plan | $8/mo | API, Linux, Mac, Web, Windows |
| 16 | fastai | 6.5 | No | — | Linux, Windows, Mac |
| 17 | MATLAB Deep Learning Toolbox | 6.4 | No | — | Linux, Mac, Windows |
| 18 | Ray Train | 6.4 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 19 | Determined | 6.3 | No | — | Linux, Web |
| 21 | Chainer | 6.1 | No | — | — |
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Questions about Apache SINGA alternatives
What is the best alternative to Apache SINGA?
TensorFlow, number 1 in deep learning software with a score of 9.1 out of 10. The others here: PyTorch, DeepSpeed, NVIDIA Triton Inference Server and 16 more.
What is the best free alternative to Apache SINGA?
TensorFlow is the best-ranked alternative with a free plan. 10 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives ranked?
Ranked mobile-first: a phone app alongside the web or desktop product, a free tier and the depth of its documentation.