Teaching Portfolio
Reproducible Statistical Reports in R
A selection of my notes and talks using reproducible R reports:
- Introduction to R (notes, slides)
- R Markdown Example - Simple (notes, code)
- R Markdown Example - Intermediate 1 (notes, code)
- R Markdown Example - Intermediate 2 (notes, code)
- R Markdown Example - Advanced (notes, code)
- Sweave Example (notes, code)
See the CRAN manual for details on R and the RStuido tutorial details on R Markdown.
Introduction to Statistics
A selection of my introductory statistics (PSY 8814) course notes:
- Introduction to Probability Theory (notes, slides)
- Introduction to Random Variables (notes, slides)
- Parameter Estimation (notes, slides)
- Confidence Intervals (notes, slides)
- Null Hypothesis Significance Testing (notes, slides)
See the Introduction to Statistics repository for a complete list of my introductory statistics notes.
Applied Statistics
A selection of my applied statistics (PSY 8815) course notes:
- Simple Linear Regression (notes, code)
- Multiple Linear Regression (notes , code)
- Polynomials and Interactions (notes, code)
- Generalized Linear Models in R (notes and code)
- Linear Mixed-Effects Regression (notes, code)
See the Applied Statistics repository for a complete list of my applied statistics notes.
Multivariate Statistics
A selection of my multivariate statistics (STAT 5401) course notes:
- Introduction to Linear Algebra (notes, code)
- Multivariate Normal Distribution (notes, code)
- Multivariate Linear Regression (notes, code)
- Principal Components Analysis (notes, code)
- Discriminationg and Classification (notes, code)
See the Multivariate Statistics repository for a complete list of my multivariate statistics notes.
Nonparametric Statistics
A selection of my nonparametric statistics (STAT 5601) course notes:
- Nonparametric Hypothesis Tests in R (notes and code)
- Nonparametric Bootstrap Sampling in R (notes and code)
- Nonparametric Regression / Smoothers in R (notes and code)
- Smoothing Spline Regression in R (notes and code)
- Multiple and Generalized Nonparametric Regression in R (notes and code)
See the Nonparametric Statistics repository for a complete list of my nonparametric statistics notes.