Skip To Content
pip install 3lc
Filtering: Many ways to visualize, slice and reduce data points to find problematic data.
Data Science with speed and accuracy

Illuminate the
Black Box

Collect per-sample metrics and visualize them in your browser. Analyze your training and eliminate issues in your dataset.

Watch Tutorials

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
pip install 3lc Watch Tutorials
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

See documentation Watch Tutorials
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.
pip install 3lc