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Optimize GenAI Performance: Monitor, Measure, Maintain

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Coursera

Optimize GenAI Performance: Monitor, Measure, Maintain

Hurix Digital

Instructor: Hurix Digital

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

2 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

2 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Effective alerting uses historical data to tune thresholds, reducing false alarms while catching issues before SLA breaches

  • Great performance monitoring unifies user metrics and backend KPIs to show how system health impacts user experience.

  • Modern observability relies on logs, metrics, and traces to assess health and diagnose issues in distributed AI systems.

  • Sustainable GenAI operations use data-driven monitoring to balance early detection with long-term operational efficiency.

Details to know

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Recently updated!

December 2025

Assessments

6 assignments¹

AI Graded see disclaimer
Taught in English

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This course is part of the GenAI Deployment & Governance Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
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There are 3 modules in this course

Learners will master the systematic evaluation of alert thresholds using historical data, balancing sensitivity with operational efficiency and minimising false positives before SLA breaches.

What's included

3 videos1 reading1 assignment

Learners will master the design and implementation of integrated performance dashboards that reveal the hidden connections between user-facing metrics and backend system performance, enabling data-driven optimization decisions and executive-level reporting.

What's included

3 videos2 readings2 assignments

Learners will master comprehensive system health assessment through the three pillars of observability, enabling rapid incident diagnosis, performance optimization, and proactive maintenance of distributed GenAI architectures.

What's included

3 videos1 reading3 assignments

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Instructor

Hurix Digital
Coursera
101 Courses2,551 learners

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¹ Some assignments in this course are AI-graded. For these assignments, your data will be used in accordance with Coursera's Privacy Notice.