Knowledge Graph — Coursera Notes › Academic disciplines › Information Technology / Computer Science › Machine Learning

Continuous evaluation best practices

concept · part of Machine Learning

Best practices for ongoing evaluation:

• Monitor in real time: track response time, accuracy, error rates to detect degradation early
• Retrain models regularly: adapt to changes in data or environment, especially when trends or user behavior shift
• User feedback integration: incorporate feedback to identify improvement areas and maintain user satisfaction

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