AI-assisted MATLAB Programming with ChatGPT course Syllabus
Full curriculum breakdown — modules, lessons, estimated time, and outcomes.
This course provides a practical introduction to using ChatGPT as an intelligent assistant for MATLAB programming. Over approximately 8–12 weeks, learners will progress through foundational and applied topics, combining MATLAB coding with AI-assisted techniques. Each module includes hands-on exercises and prompt engineering strategies, with a final project demonstrating real-world application. Total time commitment is estimated at 30–40 hours.
Module 1: Introduction to MATLAB & Generative AI
Estimated time: 6 hours
- Understand MATLAB syntax and basic programming structure
- Explore the role of generative AI in coding workflows
- Learn how ChatGPT assists with MATLAB code generation
- Recognize limitations and risks of AI-generated code
Module 2: Writing MATLAB Code with ChatGPT
Estimated time: 8 hours
- Create MATLAB scripts for numerical computations using AI
- Generate functions, loops, and conditional statements with prompts
- Request step-by-step logic explanations from ChatGPT
- Refine prompts to improve code accuracy and clarity
Module 3: Debugging & Code Optimization
Estimated time: 8 hours
- Identify and fix syntax and logical errors with AI help
- Refactor inefficient code structures using ChatGPT suggestions
- Enhance code performance and readability
- Validate and test AI-generated solutions
Module 4: Data Analysis & Visualization
Estimated time: 8 hours
- Create plots and data visualizations in MATLAB using AI guidance
- Perform statistical analysis with ChatGPT support
- Automate repetitive data processing tasks
- Solve mathematical modeling problems efficiently
Module 5: Responsible AI Usage in Technical Environments
Estimated time: 6 hours
- Understand best practices for AI-assisted programming
- Test and verify outputs from AI-generated code
- Recognize ethical considerations and limitations
Module 6: Final Project
Estimated time: 10 hours
- Develop a complete MATLAB solution using AI support
- Generate, refine, and test code with ChatGPT
- Document the development workflow and results
Prerequisites
- Familiarity with basic programming concepts
- Basic knowledge of MATLAB environment and syntax
- Access to ChatGPT or similar AI tool
What You'll Be Able to Do After
- Use ChatGPT effectively to generate MATLAB code
- Debug and optimize MATLAB programs with AI assistance
- Improve coding productivity in technical workflows
- Apply AI tools responsibly in engineering and research contexts
- Complete real-world MATLAB projects faster using AI support