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LightGBM

LightGBM

Use New Relic quickstart to monitor and analyze your LightGBM models.

What's included?

alerts
3
LightGBM observability quickstart contains 3 alerts. These alerts detect changes in key performance metrics. Integrate these alerts with your favorite tools (like Slack, PagerDuty, etc.) and New Relic will let you know when something needs your attention.
Predictions
This alert is triggered if prediction exceeds 1000 for 5 minutes.
Model Drift
This alert is triggered if model drift exceeds 1 for 5 minutes.
Data Drift
This alert is triggered if data drift exceeds 1 for 5 minutes.
dashboards
0
This quickstart doesn't include any dashboards. Do you think it should?
You can edit this quickstart to add helpful components. View the repository and open a pull request.
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Why should you monitor LightGBM?

LightGBM is an open-source machine learning library widely employed to develop and train neural network-based deep learning models. New Relic's LightGBM quickstart performance monitoring provides out-of-the-box observability for LightGBM models. By using the LightGBM quickstart, you will be able to:

Identify performance bottlenecks:

Enhance the efficiency of your LightGBM models by pinpointing and optimizing performance-heavy areas.

Ensure model accuracy:

Monitor the output of your models in real-time to detect and correct discrepancies, thereby ensuring the desired model performance.

Error identification and resolution:

Active monitoring allows for quick detection and rectification of errors, ensuring the reliability and robustness of your LightGBM models.

Comprehensive monitoring quickstart for LightGBM models

With New Relic's LightGBM quickstart, you can actively oversee the performance of your LightGBM models, gaining insights to ensure they run effectively and efficiently, especially in real-world deep learning applications.

What’s included in the LightGBM quickstart?

New Relic LightGBM monitoring quickstart provides quality out-of-the-box reporting:

  • Obtain insights into how your LightGBM models are performing in real-time
  • Alerts on model performance: Set up proactive notifications for any unusual behavior or degradation in the performance of your models

How to use this quickstart

  • Sign Up for a free New Relic account or Log In to your existing account.
  • Click the install button.
  • Install the quickstart to get started or improve how you monitor your environment. They're filled with pre-built resources like dashboards, instrumentation, and alerts.
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