3LC
3LC enhances model training efficiency by significantly reducing false positives and increasing the true positive rate, all while minimizing training time, costs, and CO2 emissions. It operates seamlessly with existing data, enabling users to debug, analyze, and iterate on their models without the need for data migration.
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Top 3LC Features
- Reduction in False Positives
- Increase in True Positive Rate
- Reduction in Training Time
- No Data Upload Required
- Data Locality Preservation
- Interactive Data Debugging
- Per-Sample Metrics Collection
- Model-Guided Enhancements
- Sample Efficiency Analysis
- Non-Destructive Editing
- Change Lineage Tracking
- Reversible Sample Modifications
- Comprehensive Data Visualization
- Hidden Trend Identification
- Specific Dataset Revision Tying
- Batch Edit Capabilities
- Full Experiment Reproducibility
- Aggregated Feature Metrics
- Fast Iteration Support
- User-Friendly Browser Interface
