DVC
Git-based data and model version control for ML projects
Verdict
Git for data. Track large datasets and models alongside code. Pipeline DAGs for reproducible experiments. Works with any storage backend. Essential for MLOps teams needing data lineage.
Other Data & Fine-tuning
- Hugging Face HubProduction
The GitHub of AI — models, datasets, and Spaces in one platform
- Weights & BiasesProduction
ML experiment tracking, model registry, and dataset versioning
- 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