Data science teams are under constant pressure from key stakeholders to build successful machine learning models that have a positive business impact. Machine-learning (ML) engineers need to answer critical questions about the integrity and accuracy of models in production while working with site reliability engineers (SREs) and DevOps teams to ensure the efficiency and effectiveness of their machine-learning-based applications.
How do you define and monitor the success of an ML model when you also need to focus on application responsiveness and uptime?
The good news is that it’s possible. New Relic is partnering with TruEra, a recognized leader in AI quality management and ML model performance management, to empower data scientists and DevOps engineers to answer critical operational and AI quality questions in real-time.
Why should you integrate TruEra with New Relic One?
TruEra helps you easily track and troubleshoot machine learning model performance with comprehensive model quality analytics and integrated diagnostics.
TruEra helps data science and MLOps teams track key model performance metrics such as accuracy (AUC) and stability.
New Relic’s integration with TruEra provides real-time AI quality performance management so you can see metrics such as:
- Stability: model score drift, distribution, and stability score
- Accuracy: actual and estimated accuracy, decision trends
- Reliability: robustness analytics
- Bias/Fairness: disparate impact on groups
- Data Quality: data quality trends, rule violations
TruEra doesn’t just help you understand your model’s current performance. It also pinpoints the source of drift on any highlighted trouble spots surfaced in monitoring. This allows you to quickly identify and resolve the source of model performance problems, enabling faster root cause analysis and action. This saves you time, improves governance, and provides a more effective feedback loop by allowing you to collaborate with DevOps teams to improve models and business outcomes.
With these monitoring capabilities, your team can ensure your application is running properly and delivering the right results.
Integrating TruEra with New Relic One
In the following short demo, you’ll see how you can integrate TruEra to New Relic so your monitoring analytics appear within the New Relic platform.
Next steps
For more information on how to integrate TruEra in your observability infrastructure, see Getting Started with TruEra on New Relic. For more on other New Relic's other MLOps integrations, see Alerts and Applied Intelligence: MLOps integrations.
Alerts and Applied Intelligence are now available at no additional cost for all full users of New Relic.
And if you’re new to New Relic but interested in digging in, experience the simplicity of New Relic One yourself by signing up for a forever free account.
The views expressed on this blog are those of the author and do not necessarily reflect the views of New Relic. Any solutions offered by the author are environment-specific and not part of the commercial solutions or support offered by New Relic. Please join us exclusively at the Explorers Hub (discuss.newrelic.com) for questions and support related to this blog post. This blog may contain links to content on third-party sites. By providing such links, New Relic does not adopt, guarantee, approve or endorse the information, views or products available on such sites.
