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Best TensorFlow Alternatives in 2026

Updated

20 platforms from deep learning software ranked against TensorFlow on the same published basis.

  1. 1
    Lightning AI Studios Free plan apiWeb 7.6
    TensorFlow vs Lightning AI Studios
  2. 2
    NVIDIA Triton Inference Server Free plan apiLinuxself-hostedWin $375/mo7.5
    TensorFlow vs NVIDIA Triton Inference Server
  3. 3
    ONNX Runtime Free plan AndroidiOSLinuxMacself-hosted Free7.5
    TensorFlow vs ONNX Runtime
  4. 4
    Amazon SageMaker Autopilot Free trial apiWeb 7.4
    TensorFlow vs Amazon SageMaker Autopilot
  5. 5
    Paperspace Gradient Free plan apiLinuxMacWebWin $8/mo7.4
    TensorFlow vs Paperspace Gradient
  6. 6
    Apache TVM Free plan AndroidapiiOSLinuxMac Free7.3
    TensorFlow vs Apache TVM
  7. 7
    MATLAB Grader Free plan LinuxMacWebWin Free7.3
    TensorFlow vs MATLAB Grader
  8. 9
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
    TensorFlow vs Trackio
  9. 10
    MegEngine Free plan AndroidiOSLinuxMacself-hosted Free7.0
    TensorFlow vs MegEngine
  10. 11
    NVIDIA TensorRT Free plan Linuxself-hostedWin Free7.0
    TensorFlow vs NVIDIA TensorRT
  11. 12
    Ray Train Free plan LinuxMacself-hostedWin Free7.0
    TensorFlow vs Ray Train
  12. 13
    HPE Morpheus VM Essentials Software Free trial Linuxself-hostedWeb $50/mo6.9
    TensorFlow vs HPE Morpheus VM Essentials Software
  13. 14
    DeepSpeed Free plan LinuxMacself-hosted Free6.7
    TensorFlow vs DeepSpeed
  14. 15
    PyTorch AndroidapiiOSLinuxMac 6.5
    TensorFlow vs PyTorch
  15. 16
    Valohai Free trial apiLinuxself-hostedWeb 6.5
    TensorFlow vs Valohai
  16. 17
    Keras LinuxMacWin 6.3
    TensorFlow vs Keras
  17. 18
    PaddlePaddle apiLinuxMacself-hostedWin 6.3
    TensorFlow vs PaddlePaddle
  18. 19
    tinygrad LinuxMacWinWeb 6.1
    TensorFlow vs tinygrad
  19. 20
    Apache SINGA LinuxWinMac 6.0
    TensorFlow vs Apache SINGA
  20. 21
    Caffe LinuxMacWin 6.0
    TensorFlow vs Caffe

TensorFlow alternatives compared

#PlatformScoreFree planFromRuns on
1Lightning AI Studios7.6Free plan—API, Web
2NVIDIA Triton Inference Server7.5Free plan$375/moAPI, Linux, self-hosted, Windows
3ONNX Runtime7.5Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
4Amazon SageMaker Autopilot7.4No—API, Web
5Paperspace Gradient7.4Free plan$8/moAPI, Linux, Mac, Web, Windows
6Apache TVM7.3Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
7MATLAB Grader7.3Free planFreeLinux, Mac, Web, Windows
9Trackio7.1Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10MegEngine7.0Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
11NVIDIA TensorRT7.0Free planFreeLinux, self-hosted, Windows
12Ray Train7.0Free planFreeLinux, Mac, self-hosted, Windows
13HPE Morpheus VM Essentials Software6.9No$50/moLinux, self-hosted, Web
14DeepSpeed6.7Free planFreeLinux, Mac, self-hosted
15PyTorch6.5No—Android, API, iOS, Linux, Mac, self-hosted, Windows
16Valohai6.5No—API, Linux, self-hosted, Web
17Keras6.3No—Linux, Mac, Windows
18PaddlePaddle6.3No—API, Linux, Mac, self-hosted, Windows
19tinygrad6.1No—Linux, Mac, Windows, Web
20Apache SINGA6.0No—Linux, Windows, Mac
21Caffe6.0No—Linux, Mac, Windows
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Questions about TensorFlow alternatives

What is the best alternative to TensorFlow?

Lightning AI Studios, number 1 in deep learning software with a score of 7.6 out of 10. The others here: NVIDIA Triton Inference Server, ONNX Runtime, Amazon SageMaker Autopilot and 16 more.

What is the best free alternative to TensorFlow?

Lightning AI Studios 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 how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.