Monitor and maximize model performance with Algorithmia and New Relic
At Algorithmia, we’re passionate about helping organizations unlock the value in their machine learning investments. A big part of that is getting ML models into production—after all, your models can’t generate any results for your business unless they’re running in production. But once you’ve deployed those models, how do you ensure they continue to deliver results for your business? How do you enable maximum performance and uptime so you can get the full value out of ML for your business?
After deploying models into production, tracking model performance is an underestimated challenge for businesses. Without rigorous observability capabilities, organizations risk failing to react quickly to—let alone even detect—any changes in the model input or output that can have a direct impact on the business.
That’s why we’re excited to share that we’re partnering with New Relic to help organizations track the performance of their models in production and maximize their impact. With Algorithmia and New Relic, you can build more intelligent applications by unlocking end-to-end, full-stack observability for your machine learning.
New Relic is a popular cloud-based observability platform that helps you instrument, analyze, troubleshoot, and optimize your entire software stack. New Relic provides powerful customizable dashboards for observability that help you understand data you collect about model performance.
The Algorithmia-New Relic integration uses Algorithmia Insights, Algorithmia’s flexible integration solution for model performance monitoring. Algorithmia Insights is a metrics pipeline that provides you with access to inference and operational metrics for models so you can measure and monitor them in production. By sending your model performance metrics from Algorithmia Insights to New Relic, you enable real-time monitoring for your algorithms that help you quickly spot issues, troubleshoot them efficiently, and ensure maximum performance and uptime.
Watch this short video to see the Algorithmia-New Relic integration in action. Then, get started with this step-by-step walkthrough.
About New Relic
The world’s best engineering teams rely on New Relic to visualize, analyze, and troubleshoot their software. New Relic One is the most powerful cloud-based observability platform built to help organizations create more perfect software.
Algorithmia is the enterprise machine learning operations (MLOps) platform. It manages all stages of the production ML lifecycle within existing operational processes, so you can put models into production quickly, securely, and cost-effectively.
Unlike inefficient and expensive do-it-yourself MLOps management solutions that lock users into specific technology stacks, Algorithmia automates ML deployment, optimizes collaboration between operations and development, leverages existing SDLC and CI/CD systems, integrates with best-of-breed tools, and provides advanced security and governance.
Over 130,000 engineers and data scientists have used Algorithmia’s platform to date, including non-governmental organizations, government intelligence agencies, and Fortune 500 companies.