Best Ludwig Alternatives in 2026
Updated
20 apps from deep learning software ranked against Ludwig on the same published basis.
- 1Ludwig vs ONNX Runtime
- 2Ludwig vs Apache TVM
- 3Ludwig vs Paperspace Gradient
- 4Ludwig vs TensorFlow
- 5Ludwig vs MATLAB Grader
- 6Ludwig vs MegEngine
- 7Ludwig vs Ray Train
- 8Ludwig vs Trackio
- 9Ludwig vs DeepSpeed
- 10Ludwig vs NVIDIA Triton Inference Server
- 11Ludwig vs Amazon SageMaker Autopilot
- 12Ludwig vs Lightning AI Studios
- 13Ludwig vs PyTorch
- 14Ludwig vs Keras
- 15Ludwig vs PaddlePaddle
- 16Ludwig vs tinygrad
- 17Ludwig vs Apache SINGA
- 18Ludwig vs Caffe
- 19Ludwig vs Deeplearning4j
- 20Ludwig vs Determined
Ludwig alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | ONNX Runtime | 6.8 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Web, Windows |
| 2 | Apache TVM | 6.7 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | Paperspace Gradient | 6.7 | Free plan | $8/mo | API, Linux, Mac, Web, Windows |
| 4 | TensorFlow | 6.7 | Free plan | Free | Android, API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 5 | MATLAB Grader | 6.6 | Free plan | Free | Linux, Mac, Web, Windows |
| 6 | MegEngine | 6.6 | Free plan | Free | Android, iOS, Linux, Mac, self-hosted, Windows |
| 7 | Ray Train | 6.5 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 8 | Trackio | 6.5 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 9 | DeepSpeed | 6.4 | Free plan | Free | Linux, Mac, self-hosted |
| 10 | NVIDIA Triton Inference Server | 6.4 | Free plan | $375/mo | API, Linux, self-hosted, Windows |
| 11 | Amazon SageMaker Autopilot | 6.3 | No | — | API, Web |
| 12 | Lightning AI Studios | 6.3 | Free plan | — | API, Web |
| 13 | PyTorch | 5.7 | No | — | Android, API, iOS, Linux, Mac, self-hosted, Windows |
| 14 | Keras | 5.6 | No | — | Linux, Mac, Windows |
| 15 | PaddlePaddle | 5.6 | No | — | API, Linux, Mac, self-hosted, Windows |
| 16 | tinygrad | 5.4 | No | — | Linux, Mac, Windows, Web |
| 17 | Apache SINGA | 5.3 | No | — | Linux, Windows, Mac |
| 18 | Caffe | 5.3 | No | — | Linux, Mac, Windows |
| 19 | Deeplearning4j | 5.3 | No | — | Windows, Mac, Linux |
| 20 | Determined | 5.3 | No | — | Linux, Web |
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Questions about Ludwig alternatives
What is the best alternative to Ludwig?
ONNX Runtime, number 1 in deep learning software with a score of 6.8 out of 10. The others here: Apache TVM, Paperspace Gradient, TensorFlow and 16 more.
What is the best free alternative to Ludwig?
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 free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.



















