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
- Hugging Face HubProduction
The GitHub of AI — models, datasets, and Spaces in one platform
- UnslothStable
2× faster LLM fine-tuning with 70% less memory
- AxolotlStable
Easy-to-use fine-tuning toolkit supporting YAML-based configuration
- Scale AIProduction
Enterprise data labelling platform with human-in-the-loop
- Label StudioStable
Open-source data labelling for text, images, audio, and video
- ArgillaStable
Open-source platform for human feedback and RLHF data curation

