Cursusaanbod

Foundations of AI-Driven Test Engineering

  • Modern testing challenges and the role of AI
  • Generative testing principles and terminology
  • Machine learning models used in automated test creation

Transforming Requirements and Code into AI-Generated Tests

  • Extracting intent from requirements and user stories
  • Using language models to generate structured test cases
  • Ensuring determinism and reproducibility in AI-generated tests

Automated Unit Test Generation

  • Producing unit tests from source code context
  • Generating input permutations and edge cases
  • Integrating generated tests with common unit testing frameworks

AI-Assisted Integration and End-to-End Test Creation

  • Mapping system behavior to test flows
  • Creating integration paths using AI-driven analysis
  • Balancing human oversight with automated generation

Coverage Prediction and Risk Modeling

  • Using ML models to identify under-tested code regions
  • Predicting high-risk areas based on historical failures
  • Prioritizing tests using coverage and risk predictions

Applying AI-Based Test Intelligence in CI/CD

  • Embedding AI analysis steps into pipelines
  • Triggering dynamic test selection based on risk scores
  • Maintaining a feedback loop for continuously improved predictions

Validation, Governance, and Quality Assurance

  • Evaluating the reliability of AI-generated tests
  • Managing bias and avoiding false positives
  • Establishing guardrails for production use

Scaling AI-Powered Test Generation Across Teams

  • Adoption strategies for QA and DevOps organizations
  • Standardizing workflows and documentation
  • Driving continuous improvement with metrics and insights

Summary and Next Steps

Vereisten

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

Audience

  • QA engineers
  • SDETs
  • DevOps teams with testing responsibilities
 14 Uren

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