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Illuminating the ML black box
Better, Faster, &
Smaller AI Models
Turn-key solution for real-time debugging, diagnosis, and improvement of training data
Model-guided, interactive data debugging and enhancements
See your dataset through your model’s eyes.
- Find important or inefficient samples
- Understand what samples work and where your model struggles
- Improve your model in different ways by weighting your data
Dataset versioning
Keep track of all the changes you make to your dataset.
- Make sparse, non-destructive edits to individual samples or in a batch
- Maintain a lineage of all changes and restore any previous revisions
- Avoid duplicating data
Experiment tracking
Dive deeper than standard experiment trackers with per-sample per epoch metrics and data tracking.
- Aggregate metrics by sample features, rather than just epoch, to spot hidden trends
- Tie each training run to a specific dataset revision for full reproducibility
- Find the best combination of model hyperparameters and dataset modifications
INTEGRATION
Use the tlc package to connect 3LC to your code
Powerful visualization tools, collection and analysis of custom metrics, and seamless editing of your dataset can all be unlocked with just 3 Lines of Code.
3LC integrates with your existing ML tools
Data
Leave your data where it is
3LC does not require you to move or upload your data into our service. 3LC works with the data wherever it is.
Dive deeper into your data
Light up the black box and pip install 3lc to gain the clarity you need to make meaningful changes to your models in moments. Remove the guesswork from your model training and iterate fast.