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Course Outline
Introduction to AIASE
- Overview of AI within software engineering
- The history and evolution of AIASE
- Core concepts and terminology
AI Technologies in Software Development
- Fundamentals of machine learning
- Natural language processing (NLP) applied to code
- Neural networks and deep learning models
Automating Software Development with AI
- AI tools for generating boilerplate code
- Automated code refactoring and optimization
- Generation of functional and unit test code
- AI-assisted design and optimization of test cases
Enhancing Code Quality with AI
- AI-driven bug detection and code reviews
- Predictive analytics for software maintenance
- AI-powered static and dynamic analysis tools
- Techniques for automated debugging
- AI-based fault localization and repair
AI in DevOps and Continuous Integration/Continuous Deployment (CI/CD)
- AI for build optimization and deployment
- AI applications in monitoring and log analysis
- Predictive models for CI/CD pipelines
- AI-based test automation in CI/CD workflows
- Real-time error detection and resolution using AI
AI for Documentation and Knowledge Management
- Automated creation of docstrings and documentation
- Extracting knowledge from codebases
- AI-enabled code search and reuse
Ethical Considerations and Challenges
- Bias and fairness in AI tools
- Intellectual property and licensing concerns
- The future trajectory of AI in software engineering
Hands-On Projects and Case Studies
- Utilizing popular AI tools in software engineering
- Industry case studies on AIASE
- Capstone project: Developing an AI-augmented software application
Summary and Next Steps
Requirements
- Familiarity with software development processes and methodologies
- Practical experience programming in Python
- Foundational understanding of machine learning concepts
Target Audience
- Software developers
- Software engineers
- Technical leads and managers
14 Hours
Testimonials (1)
Shane had everything prepared well beforehand which made sure that we were able to follow up and do some hands on practice as well.