Wenn Sie sich für diesen Kurs anmelden, werden Sie auch für diese Spezialisierung angemeldet.
Lernen Sie neue Konzepte von Branchenexperten
Gewinnen Sie ein Grundverständnis bestimmter Themen oder Tools
Erwerben Sie berufsrelevante Kompetenzen durch praktische Projekte
Erwerben Sie ein Berufszertifikat zur Vorlage
In diesem Kurs gibt es 2 Module
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.
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.
Das ist alles enthalten
2 Videos2 Lektüren1 Aufgabe1 Unbewertetes Labor
Infos zu Modulinhalt anzeigen
2 Videos•Insgesamt 11 Minuten
Dashboard Failure: The Cost of Clutter•6 Minuten
Choosing the Right Visualization Type•5 Minuten
2 Lektüren•Insgesamt 17 Minuten
What Makes a Visualization Effective?•10 Minuten
How to Redesign a Cluttered Chart•7 Minuten
1 Aufgabe•Insgesamt 10 Minuten
Knowledge Check: Data Visualization Best Practices•10 Minuten
1 Unbewertetes Labor•Insgesamt 25 Minuten
Redesigning a Performance Visualization•25 Minuten
Proactive Alerting for AI Cost and Performance Management
Modul 2•1 Stunde abzuschließen
Moduldetails
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.
Das ist alles enthalten
2 Videos2 Lektüren3 Aufgaben
Infos zu Modulinhalt anzeigen
2 Videos•Insgesamt 12 Minuten
The High Cost of Unmonitored AI•8 Minuten
How to Configure an Alert in a BI Tool•4 Minuten
2 Lektüren•Insgesamt 12 Minuten
What is an Effective Alerting System?•6 Minuten
Best Practices for Alerting•6 Minuten
3 Aufgaben•Insgesamt 58 Minuten
Hands-on Learning (HOL): Designing a Cost Management Alerting Plan•18 Minuten
Knowledge Check: Proactive Alerting for AI Cost and Performance Management
•10 Minuten
Final Assessment: Visualizing and Alerting on AI KPIs•30 Minuten
Erwerben Sie ein Karrierezertifikat.
Fügen Sie dieses Zeugnis Ihrem LinkedIn-Profil, Lebenslauf oder CV hinzu. Teilen Sie sie in Social Media und in Ihrer Leistungsbeurteilung.
Coursera brings together a diverse network of subject matter experts who have demonstrated their expertise through professional industry experience or strong academic backgrounds. These instructors design and teach courses that make practical, career-relevant skills accessible to learners worldwide.
When will I have access to the lectures and assignments?
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
What will I get if I subscribe to this Specialization?
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.
Is financial aid available?
Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.
Finanzielle Unterstützung verfügbar, weitere Informationen
¹ Einige Aufgaben in diesem Kurs werden mit AI bewertet. Für diese Aufgaben werden Ihre Daten in Übereinstimmung mit Datenschutzhinweis von Courseraverwendet.