Course Outline

Introduction to AI in DevOps for Government

  • What is AI for DevOps?
  • Use cases and benefits of AI in CI/CD pipelines for government
  • Overview of tools and platforms supporting AI-driven automation for government

AI-Assisted Code Development and Review

  • Utilizing GitHub Copilot and similar tools for code completion in government projects
  • Implementing AI-based code quality checks and suggestions for enhanced governance
  • Generating tests and detecting vulnerabilities automatically to ensure security compliance

Intelligent CI/CD Pipeline Design

  • Configuring Jenkins or GitHub Actions with AI-enhanced steps for government workflows
  • Predictive build triggering and smart rollback detection to improve reliability
  • Dynamic pipeline adjustments based on historical performance to optimize efficiency

AI-Powered Testing Automation

  • AI-driven test generation and prioritization for government applications (e.g., Testim, mabl)
  • Regression test analysis using machine learning to ensure consistency
  • Reducing flakiness and test runtime with data-driven insights to enhance performance

Static and Dynamic Analysis with AI

  • Integrating SonarQube and similar tools into pipelines for government projects
  • Automated detection of code smells and refactoring suggestions to maintain code quality
  • Impact analysis and code risk profiling to support decision-making

Monitoring, Feedback, and Continuous Improvement

  • AI-powered observability tools and anomaly detection for government systems
  • Using ML models to learn from deployment outcomes to enhance operational efficiency
  • Creating automated feedback loops across the SDLC to ensure continuous improvement

Case Studies and Practical Integration

  • Examples of AI-enhanced CI/CD in enterprise environments for government agencies
  • Integrating with cloud-native platforms and microservices for government solutions
  • Challenges, recommendations, and best practices for implementing AI in DevOps for government

Summary and Next Steps

Requirements

  • Experience with DevOps and CI/CD workflows for government
  • Basic understanding of version control and automation tools for government operations
  • Familiarity with software testing and deployment concepts in a public sector context

Audience

  • DevOps engineers and platform teams within the federal, state, and local government sectors
  • QA automation leads and test engineers for government agencies
  • Software architects and release managers in public sector organizations
 14 Hours

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