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 Duration 14 hours

Course Outline

Introduction to AI in Software Testing

  • Overview of AI capabilities within testing and QA
  • Classification of AI tools utilized in contemporary test workflows
  • Advantages and potential risks associated with AI-driven quality engineering

Leveraging LLMs for Test Case Generation

  • Prompt engineering for the creation of unit and functional tests
  • Developing parameterized and data-driven test templates
  • Translating user stories and requirements into executable test scripts

AI for Exploratory and Edge Case Testing

  • Detecting untested branches or conditions with AI assistance
  • Simulating rare or abnormal usage scenarios
  • Implementing risk-based test generation strategies

Automated UI and Regression Testing

  • Employing AI tools such as Testim or mabl for UI test development
  • Ensuring UI test stability via self-healing selectors
  • Conducting AI-based regression impact analysis following code modifications

Failure Analysis and Test Optimization

  • Clustering test failures using LLMs or ML models
  • Mitigating flaky test runs and reducing alert fatigue
  • Prioritizing test execution leveraging historical insights

CI/CD Pipeline Integration

  • Integrating AI test generation into Jenkins, GitHub Actions, or GitLab CI
  • Validating test quality during pull request reviews
  • Implementing automated rollbacks and intelligent test gating within pipelines

Future Trends and Responsible AI Use in QA

  • Assessing the accuracy and safety of AI-generated tests
  • Establishing governance and audit trails for AI-enhanced test processes
  • Emerging trends in AI-QA platforms and intelligent observability

Summary and Next Steps

Requirements

  • Professional experience in software testing, test planning, or QA automation
  • Proficiency with testing frameworks such as JUnit, PyTest, or Selenium
  • Foundational knowledge of CI/CD pipelines and DevOps environments

Target Audience

  • QA engineers
  • Software Development Engineers in Test (SDETs)
  • Software testers operating within agile or DevOps environments

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