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13 changes: 6 additions & 7 deletions README.md
Original file line number Diff line number Diff line change
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# Neptune + LightGBM Integration

Experiment tracking, model registry, data versioning, and live model monitoring for LightGBM trained models.
Experiment tracking for LightGBM-trained models.

## What will you get with this integration?

* Log, display, organize, and compare ML experiments in a single place
* Version, store, manage, and query trained models, and model building metadata
* Record and monitor model training, evaluation, or production runs live
* Log, organize, visualize, and compare ML experiments in a single place
* Monitor model training live
* Version and query production-ready models and associated metadata (e.g., datasets)
* Collaborate with the team and across the organization

## What will be logged to Neptune?

Expand All @@ -18,9 +19,7 @@ Experiment tracking, model registry, data versioning, and live model monitoring
* training code and Git commit information,
* [other metadata](https://docs.neptune.ai/logging/what_you_can_log)

![image](https://user-images.githubusercontent.com/97611089/160637021-6d324be7-00f0-4b89-bffd-ae937f6802b4.png)
*Example dashboard with train-valid metrics and selected parameters*

![image](https://docs.neptune.ai/img/app/integrations/lightgbm.png)

## Resources

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