Course Outline

Introduction to AI in QA Automation for Government

  • The Role of AI in Modern Software Testing for Government
  • Comparison of Traditional vs. AI-Enhanced QA Strategies for Government
  • Overview of AI-Based Testing Tools (Testim, mabl, Functionize) for Government

Generating Tests with AI for Government

  • Model-Based and UI-Based Test Generation for Government
  • Using Testim or Similar Platforms to Auto-Generate Flows for Government
  • Evaluating Test Intent, Stability, and Reusability for Government

Regression Analysis and Test Prioritization for Government

  • Impact-Based Test Selection and Pruning for Government
  • Change-Aware Test Runs for Large Repositories in Government
  • AI-Driven Prioritization Based on Risk and Frequency for Government

Integration with CI/CD Pipelines for Government

  • Connecting Automated Tests to Jenkins, GitHub Actions, or GitLab CI for Government
  • Automated Quality Gating and Test Feedback Loops for Government
  • Triggering Tests on Pull Requests and Deployment Events for Government

Defect Prediction and Anomaly Detection for Government

  • Analyzing Test Data to Predict Likely Failure Areas for Government
  • Clustering and Triaging Anomalies Using ML Techniques for Government
  • Feedback to Developers Using AI-Generated Insights for Government

Maintaining and Scaling AI-Based Tests for Government

  • Dealing with Test Drift and UI Changes for Government
  • Version Control and Test Configuration Management for Government
  • Scaling to Enterprise-Level QA Environments for Government

Case Studies and Real-World Applications for Government

  • Enterprise Implementations of AI QA Pipelines in Government
  • Best Practices for Team Adoption and Rollout in Government
  • Lessons Learned: Successes, Failures, and Tuning for Government

Summary and Next Steps for Government

Requirements

  • Experience with software testing or quality assurance (QA) workflows for government
  • Familiarity with continuous integration/continuous deployment (CI/CD) pipelines and DevOps practices
  • Basic understanding of automated testing tools or frameworks

Audience

  • QA leads and test automation engineers for government
  • DevOps professionals and site reliability engineers (SREs)
  • Agile testers and quality managers for government
 14 Hours

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