Ludwig
6.7#5 in deep learning softwareFree planFree planAPILinuxmacOSSelf-hosted
Visit| Fact | Ludwig | ONNX Runtime |
|---|---|---|
| Integrations | Listed integrations include HuggingFace Transformers, Ray, PyTorch, W&B, MLflow, TensorBoard, Optuna, Ray Tune, Docker, Kubernetes, vLLM, DeepSpeed, ONNX, SafeTensors, Dask, PyArrow, Comet ML, and Aim. | The ecosystem documentation lists integrations with Azure Machine Learning, Azure Custom Vision, Azure SQL Edge, Azure Synapse Analytics, ML.NET, and NVIDIA Triton Inference Server. |
Ludwig suits people building or tuning deep learning models across varied data types, from YAML-based beginners to experts who customize PyTorch components. It supports both local and distributed deployment approaches.
ONNX Runtime suits developers deploying machine-learning models across varied devices and hardware accelerators. It may also suit teams seeking local training or browser and mobile inference.