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Visualize and Alert AI Performance KPIs

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Visualize and Alert AI Performance KPIs

This course is part of Agentic AI Performance & Reliability Specialization

Instructor: LearningMate

Included with

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2 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

2 hours to complete

Flexible schedule

Learn at your own pace

2 modules

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

Design dashboards and automated alerts, translating complex AI performance data into clear, actionable insights for stakeholders.

Skills you'll gain

Tools you'll learn

Dashboard

Details to know

Shareable certificate

Add to your LinkedIn profile

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Build your subject-matter expertise

This course is part of the Agentic AI Performance & Reliability Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts
Gain a foundational understanding of a subject or tool
Develop job-relevant skills with hands-on projects
Earn a shareable career certificate

There are 2 modules in this course

Visualize and Alert AI Performance KPIs is an intermediate course designed for data analysts, ML engineers, and product managers responsible for the operational health of AI systems. In the world of AI, a model's success is not just its accuracy—it is its cost, latency, and real-world impact. This course teaches you how to translate complex performance data into clear, actionable insights for any stakeholder.

You will learn to move beyond cluttered dashboards by applying data storytelling principles to design effective visualizations, transforming confusing charts into compelling narratives that drive decisions. Through hands-on labs, you will master the art of creating proactive monitoring systems. You will learn to define critical KPIs, set precise, meaningful thresholds for cost and performance, and configure automated alert rules in business intelligence tools that notify your team of issues in real-time. By the end of this course, you will be able to build dashboards that empower leadership and create an automated defense that protects your AI systems from budget overruns and performance degradation.

Module details

This module focuses on transforming complex AI performance data into clear, actionable insights. Learners will learn to critically evaluate visualization choices, applying data storytelling principles to refine cluttered charts into compelling narratives for both technical and non-technical stakeholders. By mastering these skills, learners will be able to design visuals that reduce cognitive load and drive informed decision-making.

What's included

2 videos2 readings1 assignment1 ungraded lab

2 videosTotal 11 minutes

Dashboard Failure: The Cost of Clutter6 minutes
Choosing the Right Visualization Type5 minutes

2 readingsTotal 17 minutes

What Makes a Visualization Effective?10 minutes
How to Redesign a Cluttered Chart7 minutes

1 assignmentTotal 10 minutes

Knowledge Check: Data Visualization Best Practices10 minutes

1 ungraded labTotal 25 minutes

Redesigning a Performance Visualization25 minutes

This module focuses on building automated monitoring systems that protect an organization from budget overruns and performance degradation. Learners will practice defining critical KPIs, setting precise thresholds for AI cost and operational metrics, and configuring automated alerts in business intelligence tools. This module equips learners to create a proactive defense for their AI systems, reducing detection time for failures and safeguarding operational integrity.

What's included

2 videos2 readings3 assignments

2 videosTotal 12 minutes

The High Cost of Unmonitored AI8 minutes
How to Configure an Alert in a BI Tool4 minutes

2 readingsTotal 12 minutes

What is an Effective Alerting System?6 minutes
Best Practices for Alerting6 minutes

3 assignmentsTotal 58 minutes

Final Assessment: Visualizing and Alerting on AI KPIs30 minutes
Hands-on Learning (HOL): Designing a Cost Management Alerting Plan18 minutes
Knowledge Check: Proactive Alerting for AI Cost and Performance Management 10 minutes