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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
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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