Product Details
Refinery, by Kern AI, is an open-source tool designed to help data scientists scale, assess, and maintain natural language data. It focuses on treating training data like a software artifact, providing tools for semi-automated labeling, identifying low-quality data subsets, and monitoring data quality.
Features of Refinery
- Data Management: Offers best-in-class data management capabilities, allowing filtering, sorting, and searching of data by various criteria (e.g., confidence, heuristic overlap).
- Heuristics: Enables the integration of heuristics (Python functions expressing domain knowledge) to automate labeling and analyze data.
- Integration with Hugging Face: Allows integration with Hugging Face to automatically create document- and token-level embeddings.
Pricing
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