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Duration 14 hours
Course Outline
Introduction to AI in DevOps
- Defining AI for DevOps
- Applications and advantages of AI within CI/CD pipelines
- Survey of tools and platforms facilitating AI-driven automation
AI-Assisted Code Development and Review
- Leveraging GitHub Copilot and comparable tools for code completion
- AI-driven code quality assessments and recommendations
- Automatic test generation and vulnerability identification
Intelligent CI/CD Pipeline Architecture
- Setting up Jenkins or GitHub Actions with AI-enhanced stages
- Predictive build initiation and intelligent rollback detection
- Adaptive pipeline modifications driven by historical performance data
AI-Driven Testing Automation
- AI-led test creation and prioritization (e.g., Testim, mabl)
- Regression test evaluation utilizing machine learning
- Mitigating flakiness and reducing test execution time via data-driven insights
Static and Dynamic Analysis with AI
- Incorporating SonarQube and similar solutions into pipelines
- Automated identification of code smells and refactoring advice
- Impact assessment and code risk profiling
Monitoring, Feedback, and Continuous Improvement
- AI-powered observability solutions and anomaly detection
- Applying ML models to derive lessons from deployment results
- Establishing automated feedback loops throughout the SDLC
Case Studies and Practical Integration
- Illustrations of AI-enhanced CI/CD in enterprise settings
- Integration with cloud-native platforms and microservices
- Obstacles, recommendations, and industry best practices
Wrap-up and Future Directions
Requirements
- Proficiency with DevOps and CI/CD workflows
- Fundamental grasp of version control and automation utilities
- Knowledge of software testing and deployment principles
Intended Audience
- DevOps engineers and platform engineering teams
- QA automation leads and test engineers
- Software architects and release managers
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 2600 € + VAT*
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