
Dioptra
Dioptra is an open source platform for data curation and management in computer vision and NLP.
Introduction
Key Features
1. Data curation: Curate valuable unlabeled data to maximize model improvement. 2. Metadata registration: Register metadata to keep your data secure and accessible. 3. Diagnostics: Use a data-centric toolkit to identify model failure modes and regressions. 4. Active learning miners: Sample the most valuable unlabeled data with these miners. 5. Labeling and retraining integration: Integrate Dioptra with your labeling and retraining stack.
Frequently Asked Questions
What is Dioptra?
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Use Cases
- 1. Improve model accuracy on challenging cases. 2. Shorten training cycles by 3x. 3. Reduce labeling costs by 70%. 4. Curate data at scale systematically for specific use cases.