Best Deep Learning Software in 2026
Updated
Deep learning software spans tools for developing, training, and deploying models, so start with the work your stack needs to support. Compared on deployment targets, distributed training, GPU acceleration, training mode, and model formats, the entries offer several angles for assessing technical fit. Supported languages can narrow the field to tools that suit your codebase; free plans and paid-from pricing add cost context. Paperspace Gradient, Apache TVM, and PyTorch are among the named options to consider. Weigh the listed capabilities against the models you need to train, the environments where they must run, and the formats and languages your team uses.
Deep Learning Software, one module each.A lit port is something its maker publishes; 15 of 15 with a known API signal have a public API.
- 01 Paperspace Gradient API yesFREE yesDOCS 7.4Free
- 02 Deeplearning4j API yesFREE yesDOCS 7.3Free
- 03 Lightning AI Studios API yesFREE yesDOCS 7.3Free
- 04 Ludwig API yesFREE yesDOCS 7.3Free
- 05 Amazon SageMaker Autopilot API yesFREE yesDOCS 7.2
- 06 Apache TVM API yesFREE yesDOCS 7.2Free
- 07 Horovod API yesFREE yesDOCS 7.2Free
- 08 Kubeflow Trainer API yesFREE yesDOCS 7.2Free
- 09 NVIDIA Triton Inference Server API yesFREE yesDOCS 7.2$375/mo
- 10 TensorFlow API yesFREE yesDOCS 7.2Free
- 11 Trackio API yesFREE yesDOCS 7.2Free
- 12 Chainer API yesDOCS 6.9
- 13 PaddlePaddle API yesDOCS 6.9
- 14 PyTorch API yesDOCS 6.9
- 15 Valohai API yesDOCS 6.6
- 16 MATLAB Grader FREE yesDOCS 5.9Free
- 17 ONNX Runtime FREE yesDOCS 5.9Free
- 18 Apache SINGA FREE yesDOCS 5.8Free
- 19 Caffe FREE yesDOCS 5.8Free
- 20 DeepSpeed FREE yesDOCS 5.8Free
- 21 fastai FREE yesDOCS 5.8Free
- 22 JAX FREE yesDOCS 5.8Free
- 23 MegEngine FREE yesDOCS 5.8Free
- 24 MLX FREE yesDOCS 5.8Free
- 25 NVIDIA cuDNN FREE yesDOCS 5.8Free
Compare all 25 in a table
| # | Platform | Score | Free plan | From | Free plan | Paid from | Training mode | Deployment targets |
|---|---|---|---|---|---|---|---|---|
| 1 | Paperspace Gradient | 7.4 | Free plan | Yes | 8 /mo | |||
| 2 | Deeplearning4j | 7.3 | Free plan | Free | Yes | both | multiple | |
| 3 | Lightning AI Studios | 7.3 | Free plan | Yes | ||||
| 4 | Ludwig | 7.3 | Free plan | Free | Yes | both | multiple | |
| 5 | Amazon SageMaker Autopilot | 7.2 | No | |||||
| 6 | Apache TVM | 7.2 | Free plan | Free | Yes | multiple | ||
| 7 | Horovod | 7.2 | Free plan | Free | Yes | both | multiple | |
| 8 | Kubeflow Trainer | 7.2 | Free plan | Free | Yes | both | multiple | |
| 9 | NVIDIA Triton Inference Server | 7.2 | Free plan | $375/mo | Yes | |||
| 10 | TensorFlow | 7.2 | Free plan | Free | Yes | local | multiple | |
| 11 | Trackio | 7.2 | Free plan | Free | Yes | local | multiple | |
| 12 | Chainer | 6.9 | Yes | local | ||||
| 13 | PaddlePaddle | 6.9 | Yes | local | multiple | |||
| 14 | PyTorch | 6.9 | Yes | both | multiple | |||
| 15 | Valohai | 6.6 | No | |||||
| 16 | MATLAB Grader | 5.9 | Free plan | Free | No | both | multiple | |
| 17 | ONNX Runtime | 5.9 | Free plan | Free | Yes | local | multiple | |
| 18 | Apache SINGA | 5.8 | Free plan | Free | Yes | local | on-prem | |
| 19 | Caffe | 5.8 | Free plan | Free | Yes | local | on-prem | |
| 20 | DeepSpeed | 5.8 | Free plan | Free | Yes | local | multiple | |
| 21 | fastai | 5.8 | Free plan | Free | Yes | local | ||
| 22 | JAX | 5.8 | Free plan | Free | Yes | local | ||
| 23 | MegEngine | 5.8 | Free plan | Free | Yes | local | multiple | |
| 24 | MLX | 5.8 | Free plan | Free | Yes | both | multiple | |
| 25 | NVIDIA cuDNN | 5.8 | Free plan | Free | Yes | local | multiple |
Is your platform on this list?
Numbered spots on this list can be sponsored, and a sponsored row is labelled as paid.