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Course Outline
Introduction to GitHub Copilot
- Overview of AI-assisted coding
- Features and benefits of GitHub Copilot
- Setting up Copilot for Python development
Writing Python Code with Copilot
- Generating code snippets and functions
- Enhancing code readability and style
- Using Copilot for standard Python libraries
Debugging and Troubleshooting
- Identifying and resolving errors using Copilot
- Integrating Copilot into debugging workflows
- Best practices for reliable debugging
Automating Repetitive Tasks
- Creating scripts for common tasks
- Reducing boilerplate code
- Increasing efficiency with Copilot-driven automation
Machine Learning with Copilot
- Using Copilot for data preprocessing and visualization
- Implementing machine learning algorithms
- Creating pipelines for model training and evaluation
Advanced Techniques and Best Practices
- Customizing Copilot for specific workflows
- Combining Copilot with version control and collaboration tools
- Ethical considerations and limitations of AI-assisted coding
Summary and Next Steps
Requirements
- Basic knowledge of Python programming
- Familiarity with an integrated development environment (IDE) like Visual Studio Code
Audience
- Python developers
14 Hours
