Course Outline

Introduction to AI in QA Automation

  • Role of AI in modern software testing
  • Comparison of traditional vs. AI-enhanced QA strategies
  • Overview of AI-based testing tools (Testim, mabl, Functionize)

Generating Tests with AI

  • Model-based and UI-based test generation
  • Using Testim or similar platforms to auto-generate flows
  • Evaluating test intent, stability, and reusability

Regression Analysis and Test Prioritization

  • Impact-based test selection and pruning
  • Change-aware test runs for large repositories
  • AI-driven prioritization based on risk and frequency

Integration with CI/CD Pipelines

  • Connecting automated tests to Jenkins, GitHub Actions, or GitLab CI
  • Automated quality gating and test feedback loops
  • Triggering tests on pull requests and deployment events

Defect Prediction and Anomaly Detection

  • Analyzing test data to predict likely failure areas
  • Clustering and triaging anomalies using ML techniques
  • Feedback to developers using AI-generated insights

Maintaining and Scaling AI-Based Tests

  • Dealing with test drift and UI changes
  • Version control and test configuration management
  • Scaling to enterprise-level QA environments

Case Studies and Real-World Applications

  • Enterprise implementations of AI QA pipelines
  • Best practices for team adoption and rollout
  • Lessons learned: successes, failures, and tuning

Summary and Next Steps

Requirements

  • Experience with software testing or QA workflows
  • Familiarity with CI/CD pipelines and DevOps practices
  • Basic understanding of automated testing tools or frameworks

Audience

  • QA leads and test automation engineers
  • DevOps professionals and SREs
  • Agile testers and quality managers
 14 Hours

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