Coursera MOOC / Non-credit 0

Analyzing and Securing AI System Performance

Name: Analyzing and Securing AI System Performance
Price: 49 USD
Availability: InStock

About this course

This long course develops skills for operational analytics, secure data practices, and governance essential to building trustworthy, auditable agentic systems. You will aggregate and analyze operational metrics, design A/B experiments and statistical tests to validate agent improvements, and craft clear visualizations and alerting rules for stakeholders. The course covers end-to-end data hygiene: cleaning, schema validation, reproducible notebooks with data versioning, and trade-offs between sample size and noise for experimental design. It also addresses security and governance: securing API endpoints per OWASP ASVS, dependency vulnerability analysis, secret-management trade-offs (on-prem vs managed), and threat modeling (STRIDE). Practical tasks include building DBT models for telemetry, configuring alerts, producing reproducible analytic notebooks, and creating STRIDE diagrams with documented mitigations to reduce operational and supply-chain risk.

63/100

CourseAsk score

What the provider tells you: 39/45
Who stands behind it: 8/35
How complete the listing is: 16/20

Scores how much the provider publishes and who stands behind it — not how well it is taught.

What you'll learn

Aggregate and analyze operational metrics for AI systems
Design and implement A/B experiments and statistical tests
Create visualizations and alerting rules for stakeholders
Ensure data hygiene through cleaning and schema validation
Execute security measures for APIs and conduct threat modeling

Course objectives

Develop a comprehensive understanding of operational analytics
Implement secure data practices to safeguard AI systems
Learn to craft clear visualizations that communicate findings effectively

Data Analysis Artificial Intelligence Cybersecurity #a/b testing #vulnerability analysis #api security #threat modeling #visualization #ai systems #data hygiene #statistical tests #telemetry #operational analytics

$49.00

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