Capability
Model training
Model training: 21 AI tools in this graph can do it, including Transformers, PyTorch, TensorFlow, JAX and MLX.
Define and train neural networks, from small experiments to large runs.
Takes in Data · Code → Gives out Data
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Tools that do it · 21
| Tool | How well | Pricing | Open source | How you run it |
|---|---|---|---|---|
| TransformersFramework | main job * | Yes | Runs offline · Self-host · Terminal · API | |
| PyTorchFramework | main job * | Yes | Self-host · Runs offline · API · Terminal | |
| TensorFlowFramework | main job * | Yes | API · Self-host · Runs offline · Terminal | |
| JAXFramework | main job * | Yes | API · Self-host · Runs offline | |
| MLXFramework | main job * | Yes | Runs offline · API · Terminal · Self-host | |
| DeepSpeedFramework | main job * | Yes | Self-host · Runs offline · API | |
| Megatron-LMFramework | main job * | Yes | Self-host · Terminal | |
| nanoGPTFramework | main job * | Yes | Terminal · Runs offline | |
| Hugging FaceProduct | supported * | Free plan + paid upgrades | Web · API · Self-host · Runs offline | |
| ModelScopeProduct | supported * | Open source, free | Yes | Web · API · Self-host · Runs offline · Terminal |
| Together AIProduct | supported * | Paid | API · Terminal · Self-host | |
| Sentence TransformersFramework | supported * | Yes | Runs offline · Self-host · API | |
| Kohya's GUIProduct | supported * | Open source, free | Yes | Self-host · Runs offline · Terminal · Web |
| Open-SoraModel | supported * | Yes | Self-host · Runs offline · API | |
| DiffusersFramework | supported * | Yes | Self-host · Runs offline · API | |
| RVCProduct | supported * | Open source, free | Yes | Self-host · Runs offline · Web |
| AudioCraftFramework | supported * | Yes | Self-host · Runs offline | |
| UnslothFramework | supported * | Yes | Runs offline · Desktop · Terminal · API · Self-host | |
| LlamaFactoryFramework | supported * | Yes | Self-host · Runs offline · Terminal · Web · API | |
| TRLFramework | supported * | Yes | Self-host · Runs offline · Terminal | |
| ModalProduct | supported * | Paid | API · Terminal · Self-host |
* proposed by a machine, awaiting calibration
Questions
What is Model training?
Define and train neural networks, from small experiments to large runs. Model training: 21 AI tools in this graph can do it, including Transformers, PyTorch, TensorFlow, JAX and MLX.
Which tools are built for “Model training”?
Transformers, PyTorch, TensorFlow, JAX, MLX, DeepSpeed, Megatron-LM and nanoGPT.
Are there free tools for “Model training”?
Transformers, PyTorch, TensorFlow, JAX, MLX, DeepSpeed, Megatron-LM and nanoGPT.
Which open-source tools can do “Model training”?
Transformers, PyTorch, TensorFlow, JAX, MLX, DeepSpeed, Megatron-LM and nanoGPT.
Which tools for “Model training” run offline?
Transformers, PyTorch, TensorFlow, JAX, MLX, DeepSpeed, nanoGPT and Hugging Face.