Statistical Computing

  1. Software Engineering for Statistics
    1. Code Quality and Best Practices
      1. Code Style and Standards
        1. Naming Conventions
          1. Code Formatting
            1. Documentation Standards
            2. Code Organization
              1. Modular Programming
                1. Function Design
                  1. Package Structure
                  2. Testing
                    1. Unit Testing
                      1. Integration Testing
                        1. Test-Driven Development
                          1. Continuous Integration
                          2. Debugging and Profiling
                            1. Debugging Strategies
                              1. Debugging Tools
                                1. Performance Profiling
                                  1. Memory Debugging
                                2. Package Development
                                  1. Package Structure
                                    1. Directory Organization
                                      1. Metadata Files
                                        1. Documentation
                                        2. Function Development
                                          1. API Design
                                            1. Error Handling
                                              1. Input Validation
                                              2. Testing and Validation
                                                1. Test Suites
                                                  1. Code Coverage
                                                    1. Continuous Integration
                                                    2. Distribution and Maintenance
                                                      1. Package Repositories
                                                        1. Version Management
                                                          1. User Support
                                                        2. Collaborative Development
                                                          1. Version Control Workflows
                                                            1. Feature Branches
                                                              1. Code Reviews
                                                                1. Release Management
                                                                2. Documentation
                                                                  1. API Documentation
                                                                    1. User Guides
                                                                      1. Tutorials and Examples
                                                                      2. Community Engagement
                                                                        1. Open Source Practices
                                                                          1. Issue Tracking
                                                                            1. Contributing Guidelines

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                                                                        8. Visualization and Communication

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                                                                        1. Introduction to Statistical Computing