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Best Ray Train Alternatives in 2026

Updated

20 apps from deep learning software ranked against Ray Train on the same published basis.

  1. 1
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    Ray Train vs ONNX Runtime
  2. 2
    TensorFlow Free plan AndroidapiiOSLinuxMac Free7.4
    Ray Train vs TensorFlow
  3. 3
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.3
    Ray Train vs Apache TVM
  4. 4
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.3
    Ray Train vs Paperspace Gradient
  5. 5
    MATLAB Grader Free plan LinuxMacWebWin Free7.2
    Ray Train vs MATLAB Grader
  6. 6
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.2
    Ray Train vs MegEngine
  7. 7
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    Ray Train vs Trackio
  8. 8
    Lightning AI Studios Free plan apiWeb 6.9
    Ray Train vs Lightning AI Studios
  9. 9
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free6.9
    Ray Train vs NVIDIA TensorRT
  10. 11
    DeepSpeed Free plan LinuxMacself-hosted Free6.8
    Ray Train vs DeepSpeed
  11. 12
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo6.8
    Ray Train vs NVIDIA Triton Inference Server
  12. 13
    PyTorch AndroidapiiOSLinuxMac 6.8
    Ray Train vs PyTorch
  13. 14
    Amazon SageMaker Autopilot Free trial apiWeb 6.7
    Ray Train vs Amazon SageMaker Autopilot
  14. 15
    Keras LinuxMacWin 6.5
    Ray Train vs Keras
  15. 16
    PaddlePaddle apiLinuxMacself-hostedWin 6.5
    Ray Train vs PaddlePaddle
  16. 17
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.3
    Ray Train vs HPE Morpheus VM Essentials Software
  17. 18
    tinygrad LinuxMacWinWeb 6.1
    Ray Train vs tinygrad
  18. 19
    Apache SINGA LinuxWinMac 6.0
    Ray Train vs Apache SINGA
  19. 20
    Caffe LinuxMacWin 6.0
    Ray Train vs Caffe
  20. 21
    Deeplearning4j WinMacLinux 6.0
    Ray Train vs Deeplearning4j

Ray Train alternatives compared

#AppScoreFree planFromRuns on
1ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2TensorFlow7.4Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Apache TVM7.3Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
4Paperspace Gradient7.3Free plan$8/moAPI, Linux, Mac, Web, Windows
5MATLAB Grader7.2Free planFreeLinux, Mac, Web, Windows
6MegEngine7.2Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
7Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
8Lightning AI Studios6.9Free plan—API, Web
9NVIDIA TensorRT6.9Free planFreeLinux, self-hosted, Windows
11DeepSpeed6.8Free planFreeLinux, Mac, self-hosted
12NVIDIA Triton Inference Server6.8Free plan$375/moAPI, Linux, self-hosted, Windows
13PyTorch6.8No—Android, API, iOS, Linux, Mac, self-hosted, Windows
14Amazon SageMaker Autopilot6.7No—API, Web
15Keras6.5No—Linux, Mac, Windows
16PaddlePaddle6.5No—API, Linux, Mac, self-hosted, Windows
17HPE Morpheus VM Essentials Software6.3No$50/moLinux, self-hosted, Web
18tinygrad6.1No—Linux, Mac, Windows, Web
19Apache SINGA6.0No—Linux, Windows, Mac
20Caffe6.0No—Linux, Mac, Windows
21Deeplearning4j6.0No—Windows, Mac, Linux
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Questions about Ray Train alternatives

What is the best alternative to Ray Train?

ONNX Runtime, number 1 in deep learning software with a score of 7.5 out of 10. The others here: TensorFlow, Apache TVM, Paperspace Gradient and 16 more.

What is the best free alternative to Ray Train?

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: documentation depth, a free tier and the platforms it runs on.