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Oracle Machine Learning Monitoring

Oracle Machine Learning UI provides you with the options to monitor your data and machine learning models. The Data Monitoring functionality allows you evaluate how your data evolves over time, and provides an early warning about data drift. The Model Monitoring functionality helps you to monitor the quality of model predictions over time.

Tasks

Create a Data Monitor

Create a Data Monitor in Oracle Machine Learning UI to run and track data monitors and view data drifts.

Monitor Data using OML Services REST API

Use OML Services REST API to monitor your data and evaluate how your data evolves over time. It helps you with insights on trends and multivariate dependencies in the data. It also gives you an early warning about data drift.

Monitor Models using OML Services REST API

Use OML Services REST API to monitor the performance of production machine learning models. OML Services model monitoring is supported for classification and regression models, and performance is tracked using model accuracy metrics.