Course Outline

Introduction to DevSecOps and AI Integration

  • DevSecOps principles and goals
  • The role of AI and ML in DevSecOps
  • Security automation trends and tool categories

Static and Dynamic Code Analysis with AI

  • Using SonarQube, Semgrep, or Snyk Code for static analysis
  • Dynamic testing with AI-assisted test case generation
  • Interpreting results and integrating with version control systems

Secrets and Credential Leak Detection

  • AI-enhanced detection of hardcoded secrets (e.g., GitHub Advanced Security, Gitleaks)
  • Preventing secrets from entering source control
  • Creating automatic blocking and alerting rules

AI-Powered Dependency and Container Scanning

  • Scanning containers with Trivy and AI-enabled plugins
  • Monitoring third-party libraries and SBOMs
  • Automated remediation recommendations and patch alerts

Intelligent Threat Modeling and Risk Assessment

  • Automated threat modeling with AI-based tools
  • Risk prioritization using machine learning models
  • Linking business impact to technical vulnerabilities

CI/CD Pipeline Integration and Automation

  • Embedding security checks in Jenkins, GitHub Actions, or GitLab CI
  • Creating policies-as-code to enforce rules across environments
  • Generating AI-assisted reports for audits and compliance

Case Studies and Security Automation Patterns

  • Real-world examples of AI in security pipelines
  • Choosing the right tools for your ecosystem
  • Best practices for building and maintaining secure pipelines

Summary and Next Steps

Requirements

  • An understanding of the DevOps lifecycle and CI/CD pipelines
  • Basic knowledge of application security principles
  • Familiarity with code repositories and infrastructure-as-code tools

Audience

  • Security-focused DevOps teams
  • DevSecOps engineers and cloud security specialists
  • Compliance and risk management professionals
 14 Hours

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Price per participant (excl. VAT)

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