R Programming

  1. Advanced R Programming
    1. Performance Optimization
      1. Code Profiling
        1. `Rprof()` Function
          1. `profvis` Package
            1. Performance Bottleneck Identification
            2. Efficient Coding Practices
              1. Vectorization Benefits
                1. Loop Optimization
                  1. Memory-efficient Operations
                    1. Pre-allocation Strategies
                    2. Memory Management
                      1. Memory Usage Monitoring
                        1. Garbage Collection
                          1. Memory-efficient Data Structures
                            1. Large Data Handling
                            2. Parallel Computing
                              1. `parallel` Package
                                1. Cluster Creation
                                  1. Parallel Apply Functions
                                  2. `foreach` Package
                                    1. Parallel Loops
                                      1. Backend Configuration
                                      2. `future` Package
                                        1. Asynchronous Programming
                                          1. Distributed Computing
                                      3. Object-Oriented Programming
                                        1. S3 Object System
                                          1. S3 Class Creation
                                            1. Method Definition
                                              1. Method Dispatch
                                                1. Generic Functions
                                                  1. Class Inheritance
                                                  2. S4 Object System
                                                    1. Formal Class Definition
                                                      1. Slot Specification
                                                        1. Method Definition
                                                          1. Validity Checking
                                                            1. S4 vs. S3 Comparison
                                                            2. R6 Classes
                                                              1. Reference Semantics
                                                                1. Encapsulation
                                                                  1. Inheritance
                                                                    1. Public and Private Methods
                                                                  2. Metaprogramming
                                                                    1. Non-standard Evaluation
                                                                      1. Expression Capture
                                                                        1. Quote and Unquote
                                                                          1. Environment Manipulation
                                                                          2. Tidy Evaluation
                                                                            1. `rlang` Package
                                                                              1. Quosures
                                                                                1. `enquo()` and `!!` Operators
                                                                                  1. Programming with dplyr
                                                                                  2. Code Generation
                                                                                    1. Dynamic Function Creation
                                                                                      1. Macro-like Programming
                                                                                    2. Advanced Data Structures
                                                                                      1. Environments as Hash Tables
                                                                                        1. Reference Classes
                                                                                          1. External Pointers
                                                                                            1. Attributes and Classes
                                                                                            2. Interfacing with Other Languages
                                                                                              1. C/C++ Integration
                                                                                                1. `Rcpp` Package
                                                                                                  1. C++ Function Writing
                                                                                                    1. Performance Benefits
                                                                                                    2. Python Integration
                                                                                                      1. `reticulate` Package
                                                                                                        1. Python Object Access
                                                                                                          1. Mixed Language Workflows
                                                                                                          2. SQL Integration
                                                                                                            1. Database Connections
                                                                                                              1. SQL Query Execution
                                                                                                                1. Data Pipeline Integration
                                                                                                              2. Version Control and Collaboration
                                                                                                                1. Git Fundamentals
                                                                                                                  1. Repository Initialization
                                                                                                                    1. Staging and Committing
                                                                                                                      1. Branch Management
                                                                                                                        1. Merge Strategies
                                                                                                                        2. RStudio Git Integration
                                                                                                                          1. Git Pane Usage
                                                                                                                            1. Commit Interface
                                                                                                                              1. Branch Switching
                                                                                                                                1. Conflict Resolution
                                                                                                                                2. GitHub Collaboration
                                                                                                                                  1. Repository Hosting
                                                                                                                                    1. Pull Request Workflow
                                                                                                                                      1. Issue Tracking
                                                                                                                                        1. Collaborative Development
                                                                                                                                        2. Best Practices
                                                                                                                                          1. Commit Message Standards
                                                                                                                                            1. Branch Naming Conventions
                                                                                                                                              1. Code Review Processes
                                                                                                                                                1. Documentation Standards

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                                                                                                                                            13. Package Management and Development

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                                                                                                                                            1. Introduction to R