Best TensorFlow Alternatives in 2026

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

  1. 1TensorFlow vs ONNX Runtime
  2. 2TensorFlow vs Apache TVM
  3. 3TensorFlow vs Paperspace Gradient
  4. 5TensorFlow vs MATLAB Grader
  5. 6TensorFlow vs MegEngine
  6. 7TensorFlow vs Ray Train
  7. 8TensorFlow vs Trackio
  8. 9TensorFlow vs DeepSpeed
  9. 10TensorFlow vs Lightning AI Studios
  10. 11TensorFlow vs NVIDIA TensorRT
  11. 12TensorFlow vs NVIDIA Triton Inference Server
  12. 13TensorFlow vs Amazon SageMaker Autopilot
  13. 14TensorFlow vs PyTorch
  14. 15TensorFlow vs Keras
  15. 16TensorFlow vs PaddlePaddle
  16. 17TensorFlow vs tinygrad
  17. 18TensorFlow vs Apache SINGA
  18. 19TensorFlow vs Caffe
  19. 20TensorFlow vs Deeplearning4j
  20. 21TensorFlow vs Determined

TensorFlow alternatives compared

#AppScoreFree planFromRuns on
1ONNX Runtime6.8Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Web, Windows
2Apache TVM6.7Free planFreeAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
3Paperspace Gradient6.7Free plan$8/moAPI, Linux, Mac, Web, Windows
5MATLAB Grader6.6Free planFreeLinux, Mac, Web, Windows
6MegEngine6.6Free planFreeAndroid, iOS, Linux, Mac, self-hosted, Windows
7Ray Train6.5Free planFreeLinux, Mac, self-hosted, Windows
8Trackio6.5Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
9DeepSpeed6.4Free planFreeLinux, Mac, self-hosted
10Lightning AI Studios6.4Free plan—API, Web
11NVIDIA TensorRT6.4Free planFreeLinux, self-hosted, Windows
12NVIDIA Triton Inference Server6.4Free plan$375/moAPI, Linux, self-hosted, Windows
13Amazon SageMaker Autopilot6.3No—API, Web
14PyTorch5.7No—Android, API, iOS, Linux, Mac, self-hosted, Windows
15Keras5.6No—Linux, Mac, Windows
16PaddlePaddle5.6No—API, Linux, Mac, self-hosted, Windows
17tinygrad5.4No—Linux, Mac, Windows, Web
18Apache SINGA5.3No—Linux, Windows, Mac
19Caffe5.3No—Linux, Mac, Windows
20Deeplearning4j5.3No—Windows, Mac, Linux
21Determined5.3No—Linux, Web
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Questions about TensorFlow alternatives

What is the best alternative to TensorFlow?

ONNX Runtime, number 1 in deep learning software with a score of 6.8 out of 10. The others here: Apache TVM, Paperspace Gradient, MATLAB Grader and 16 more.

What is the best free alternative to TensorFlow?

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.