Weights & Biases
ML experiment tracking, model registry, and dataset versioning
Verdict
Industry standard for experiment tracking. Log metrics, visualise runs, compare experiments, and manage model lifecycle. Integrates with every major ML framework. Essential for any ML team.
Other Data & Fine-tuning
- ArgillaStable
Open-source platform for human feedback and RLHF data curation
- AxolotlStable
Easy-to-use fine-tuning toolkit supporting YAML-based configuration
- DVCStable
Git-based data and model version control for ML projects
- Hugging Face HubProduction
The GitHub of AI — models, datasets, and Spaces in one platform
- Label StudioStable
Open-source data labelling for text, images, audio, and video
- LitGPTExperimental
Lightning AI toolkit for pretraining, fine-tuning, and deploying LLMs