Get in Touch
 Duration 14 hours

Course Outline

Foundations of AI-Driven Test Engineering

  • Addressing modern testing complexities through AI capabilities
  • Core principles and terminology for generative testing
  • Machine learning models applied to automated test creation for government operations

Converting Requirements and Code into AI-Generated Tests

  • Deriving intent from requirements and user stories
  • Utilizing language models to produce structured test cases for government systems
  • Guaranteeing determinism and reproducibility in AI-generated outputs

Automated Unit Test Generation

  • Generating unit tests based on source code context
  • Creating input permutations and edge cases
  • Incorporating generated tests into standard unit testing frameworks

AI-Facilitated Integration and End-to-End Test Development

  • Aligning system behavior with test workflows
  • Developing integration paths through AI-driven analysis
  • Reconciling human oversight with automated generation processes

Coverage Estimation and Risk Modeling

  • Employing ML models to detect under-tested code regions
  • Forecasting high-risk areas based on historical failure data
  • Prioritizing tests using coverage metrics and risk predictions

Implementing AI-Based Test Intelligence in CI/CD

  • Integrating AI analysis into pipeline workflows
  • Initiating dynamic test selection based on risk assessments
  • Sustaining a feedback loop for continuous prediction improvement

Verification, Governance, and Quality Assurance

  • Assessing the reliability of AI-generated tests for government use
  • Mitigating bias and preventing false positives
  • Implementing guardrails for production environments

Scaling AI-Powered Test Generation Across Departments

  • Adoption strategies for QA and DevOps organizations
  • Standardizing workflows and documentation
  • Promoting continuous improvement through metrics and insights

Conclusion and Future Actions

Requirements

  • An understanding of software testing methodologies
  • Experience with automated testing frameworks
  • Familiarity with programming concepts and CI/CD pipelines

Target Audience

  • QA engineers
  • SDETs
  • DevOps teams with testing responsibilities for government systems

Number of participants


Price per participant

Upcoming Courses

Related Categories