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
- ArgillaStable
Open-source platform for human feedback and RLHF data curation
- AxolotlStable
Easy-to-use fine-tuning toolkit supporting YAML-based configuration
- 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
- PEFT / LoRAProduction
Hugging Face's parameter-efficient fine-tuning library