Best Deep Learning Software in 2026
Updated
36 deep learning software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
36ranked
0free plans on this page
5 Oct 2026last checked
Input list Deep Learning Software 11 channels on this page · 62 of 88 spec lines stated by the makers
Ch Tool Free planPaid fromTraining modeDeployment targetsGPU accelerationDistributed trainingSupported languagesModel formats Spec sheet Score
26 OpenVINO Free planYesPaid fromnot statedTraining modelocalDeployment targetsmultipleGPU accelerationYesDistributed trainingnot statedSupported languagesPython, C, C++, JavaScriptModel formatsOpenVINO IR, PyTorch, TensorFlow, TensorFlow Lite, ONNX, PaddlePaddle 6/8spec lines stated 6.1
27 Determined Free planYesPaid fromnot statedTraining modebothDeployment targetsmultipleGPU accelerationYesDistributed trainingYesSupported languagesPythonModel formatsnot stated 6/8spec lines stated 6.0
28 fastai Free planYesPaid fromnot statedTraining modelocalDeployment targetsnot statedGPU accelerationYesDistributed trainingYesSupported languagesPythonModel formatsnot stated 5/8spec lines stated 6.0
29 JAX Free planYesPaid fromnot statedTraining modelocalDeployment targetsnot statedGPU accelerationYesDistributed trainingYesSupported languagesPythonModel formatsnot stated 5/8spec lines stated 6.0
30 Horovod Free planYesPaid fromnot statedTraining modebothDeployment targetsmultipleGPU accelerationYesDistributed trainingYesSupported languagesPythonModel formatsnot stated 6/8spec lines stated 5.9
31 NVIDIA cuDNN Free planYesPaid fromnot statedTraining modelocalDeployment targetsmultipleGPU accelerationYesDistributed trainingnot statedSupported languagesPython, C++, CModel formatsnot stated 5/8spec lines stated 5.9
32 MindSpore Free planYesPaid fromnot statedTraining modelocalDeployment targetsmultipleGPU accelerationYesDistributed trainingYesSupported languagesPython, C++Model formatsMindIR, ONNX, AIR 7/8spec lines stated 5.8
33 NVIDIA TAO Toolkit Free planYesPaid fromnot statedTraining modebothDeployment targetsmultipleGPU accelerationYesDistributed trainingYesSupported languagesnot statedModel formatsONNX, TensorRT engine 6/8spec lines stated 5.8
34 Tarantella Free planYesPaid fromnot statedTraining modelocalDeployment targetson-premGPU accelerationYesDistributed trainingYesSupported languagesPythonModel formatsnot stated 6/8spec lines stated 5.8
35 Kubeflow Trainer Free planYesPaid fromnot statedTraining modebothDeployment targetsmultipleGPU accelerationYesDistributed trainingYesSupported languagesnot statedModel formatsnot stated 5/8spec lines stated 5.7
36 Chainer Free planYesPaid fromnot statedTraining modelocalDeployment targetsnot statedGPU accelerationYesDistributed trainingYesSupported languagesPythonModel formatsnot stated 5/8spec lines stated 5.6
Compare all 11 in a table
| # | Tool | Score | Free plan | Free plan | Paid from | Training mode | Deployment targets |
|---|---|---|---|---|---|---|---|
| 26 | OpenVINO | 6.1 | No | Yes | — | local | multiple |
| 27 | Determined | 6.0 | No | Yes | — | both | multiple |
| 28 | fastai | 6.0 | No | Yes | — | local | — |
| 29 | JAX | 6.0 | No | Yes | — | local | — |
| 30 | Horovod | 5.9 | No | Yes | — | both | multiple |
| 31 | NVIDIA cuDNN | 5.9 | No | Yes | — | local | multiple |
| 32 | MindSpore | 5.8 | No | Yes | — | local | multiple |
| 33 | NVIDIA TAO Toolkit | 5.8 | No | Yes | — | both | multiple |
| 34 | Tarantella | 5.8 | No | Yes | — | local | on-prem |
| 35 | Kubeflow Trainer | 5.7 | No | Yes | — | both | multiple |
| 36 | Chainer | 5.6 | No | Yes | — | local | — |