Getting Started
• Introduction to R
• Course Logistics
• Section 1: Material
• Finding your way around R
• Basic Commands
• Exercise Answers - Basic Commands
• Operators
• Miscellaneous
• Intro to R Studio
• Section 2: Material
Basics - Objects and Data Types
• Data Types
• Exercise Answers - Data Types
• Object Types
• Exercise Answers - Object Types
• Vectors
• Arrays and Matrices
• Exercise Answers - Arrays and Matrices
• Factors and Lists
• Exercise Answers - Factors and Lists
• Data Frames and Tables
• Exercise Answers - Data Frames and Tables
• Section 3: Material
Importing Data into R
• Text Files
• Exercise Answers - Text Files
• Exercise Answers - Excel Files
• Section 4: Material
Data Mining/Manipulation
• Vector Operations
• Exercise Answers - Vector Operations
• Array Operations
• Exercise Answers - Array Operations
• Matrix Operations
• Exercise Answers - Matrix Operations
• Data Frame Operations
• Exercise Answers - Data Frame Operations
• Factor Operations
• Exercise Answers - Factor Operations
• Operations on Text
• Exercise Answers - Operations on Text
• Operations on Dates
• Exercise Answers - Operations on Dates
• Section 5: Material
Loops and Conditions
• Loops and Conditions
• Section 6: Material
Statistics
• Descriptive Statistics
• Exercise Answers - Descriptive Statistics
• Probability Distributions
• Exercise Answers - Probability Distributions
• Hypothesis Testing - One and Two Sample T-tests
• Exercise Answers - Hypothesis Testing - One and Two Sample T-tests
• Hypothesis Testing - KS-test and F-test
• Exercise Answers - Hypothesis Testing - KS-test and F-test
• Linear Modeling - Working with Formula Objects
• Exercise Answers - Linear Modeling - Working with Formula Objects
• Linear Modeling - Generating a Linear Model
• Exercise Answers - Linear Modeling - Generating a Linear Model
• Linear Modeling - Updating a Linear Model
• Exercise Answers - Linear Modeling - Updating a Linear Model
• Generalized Linear Models
• Non-Linear Regression
• Exercise Answers - Non Linear Regression
• Tree Models
• Exercise Answers - Tree Models
• Section 7: Material
Graphics
• Univariate Plots - I
• Exercise Answers - Univariate Plots - I
• Univariate Plots - II
• Exercise Answers - Univariate Plots - II
• Multivariate Plots - I
• Exercise Answers - Multivariate Plots - I
• Multivariate Plots - II
• Exercise Answers - Multivariate Plots - II
• Formatting a Plot - Points
• Exercise Answers - Formatting a Plot - Points
• Formatting a Plot - Lines
• Exercise Answers - Formatting a Plot - Lines
• Formatting a Plot - Regions and Layout
• Formatting a Plot - Axes
• Exercise Answers - Formatting a Plot - Axes
• Formatting a Plot - Text
• Exercise Answers - Formatting a Plot - Text
• Formatting a Plot - Color
• Exercise Answers - Formatting a Plot - Color
• Miscellaneous