Continuously track models in production to automatically detect drift and maintain accuracy in rapidly changing live environments
Nothing lasts forever—not even carefully constructed models that have been trained using mountains of well-labeled data. AI teams need to react quickly to adapt to constantly changing patterns in real-world data. LiveOps and monitoring AI models is a core component of AI to keep deployed models current and predicting with the utmost accuracy, and to ensure they deliver value long-term.
AI model monitoring is a critical element of the production environment. When models encounter data that is significantly different from the training data—due either to limitations in the training data or from changes in the live environment—previous data becomes obsolete. The Iguazio AI Platform detects these occurrences on the feature level, monitors the model outcome, creates an alert when performance degrades and then triggers automatic retraining. The entire data pipeline is fully managed and monitored on Iguazio.
AI model monitoring is natively built in to the Iguazio AI Platform, along with a wide range of model management features and AI monitoring reports. Monitor all of your models in a single simple dashboard.
Automatically detect concept drift, anomalies, data skew, and model drift in real-time. Even if you are running hundreds of models simultaneously, you can be sure to spot and remediate the one that has drifted.
When drift is detected, Iguazio automatically starts the entire training pipeline to retrain the model, including all relevant steps in the pipeline. The output is a production-ready challenger model, ready to be deployed. This keeps your models up to date, automatically.
Enhance your model performance monitoring by integrating with any external applications using MLRun. This allows to seamlessly transmits data to these applications and efficiently gathers the metrics they generate.
Learn how you can continuously track models in production, detect drift and trigger automatic retraining with the Iguazio AI Platform
