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Description
Dioptra is an open source AI tool designed for data curation and management in the fields of Computer Vision, NLP, and LLMs. It allows users to curate valuable, unlabeled data to maximize domain coverage and improve their models. Dioptra offers features such as registering metadata, diagnosing model failure modes and regressions, and curating data using active learning miners. It also provides APIs for integrating with labeling and retraining stacks. The tool claims to have helped customers improve model accuracy on challenging cases by 22%, reduce training cycles by 3x, and cut labeling costs by 70%. With its scalable and systematic data curation capabilities, Dioptra is a useful tool for various AI applications.
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