R PROGRAMMING TRAINING
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Week 1: Introduction to R and RStudio
• Overview of R and its applications
• Installation of R and RStudio
• Introduction to the RStudio interface
• Basic R commands and syntax
Week 2: Data Types and Data Structures
• Understanding data types: numeric, character, logical, etc.
• Introduction to vectors
• Matrices and arrays
• Lists and data frames
Week 3: Data Input and Output
• Reading and writing data in R
• Common data formats (CSV, Excel, text files)
• Working with databases in R
Week 4: Data Manipulation with dplyr
• Introduction to the dplyr package
• Selecting and filtering data
• Sorting and arranging data
• Mutating and summarizing data
Week 5: Data Visualization with ggplot2
• Basics of data visualization
• Introduction to ggplot2
• Creating scatter plots, bar plots, and line graphs
• Customizing plots and adding annotations
Week 6: Control Structures and Functions
• If statements and loops
• Writing functions in R
• Scope of variables
• Error handling and debugging
Week 7: Statistical Analysis with R
• Descriptive statistics
• Inferential statistics
• Hypothesis testing
• Regression analysis
Week 8: R Markdown and Reproducible Research
• Introduction to R Markdown
• Creating reports and documents with R Markdown
• Incorporating R code into documents
• Reproducible research practices
Week 9: Version Control with Git and GitHub
• Basics of version control
• Setting up Git and GitHub
• Committing and pushing changes
• Collaborative workflows with Git
Week 10: Final Project and Review
• Individual or group project applying R programming skills
• Peer review and feedback
• Final review of key concepts
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