Course Outline
Introduction to AIASE
- Overview of AI in software engineering
- History and evolution of AIASE
- Key concepts and terminology
AI Technologies in Software Development
- Machine learning basics
- Natural language processing (NLP) for code
- Neural networks and deep learning models
Automating Software Development with AI
- AI tools for generating boilerplate code
- Automated code refactoring and optimization
- Functional and unit test code generation
- AI-assisted test case design and optimization
Enhancing Code Quality with AI
- AI for bug detection and code reviews
- Predictive analytics for software maintenance
- AI-powered static and dynamic analysis tools
- Automated debugging techniques
- AI-driven fault localization and repair
AI in DevOps and Continuous Integration/Continuous Deployment (CI/CD)
- AI for build optimization and deployment
- AI in monitoring and log analysis
- Predictive models for CI/CD pipelines
- AI-based test automation in CI/CD workflows
- AI for real-time error detection and resolution
AI for Documentation and Knowledge Management
- Automated generation of docstrings and documentation
- Knowledge extraction from codebases
- AI for code search and reuse
Ethical Considerations and Challenges
- Bias and fairness in AI tools
- Intellectual property and licensing issues
- Future of AI in software engineering
Hands-On Projects and Case Studies
- Working with popular AI tools in software engineering
- Case studies of AIASE in industry
- Capstone project: Developing an AI-augmented software application
Summary and Next Steps
Requirements
- An understanding of software development processes and methodologies
- Experience with programming in Python
- Basic knowledge of machine learning concepts
Audience
- Software developers
- Software engineers
- Technical leads and 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 3200 € + VAT*
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