A Complete Introduction to R for Statistical Computing
Master the fundamentals of R programming — from basic data types and control structures to writing reusable functions. This comprehensive guide covers everything you need to start your journey in statistical computing.
ggplot2 Masterclass: The Grammar of Graphics in R
Deep dive into the ggplot2 package — Hadley Wickham's revolutionary implementation of Leland Wilkinson's Grammar of Graphics. Learn to create publication-quality visualizations from simple scatter plots to complex multi-panel figures.
Tidyverse Tutorial: Data Manipulation with dplyr and tidyr
Learn the pipe operator, filtering, selecting, mutating, grouping, and summarizing data using the tidyverse toolkit. Includes hands-on exercises with real-world datasets.
R Markdown: Reproducible Research from Analysis to Publication
Combine R code, narrative text, and output into beautiful HTML, PDF, or Word documents. This guide covers knitr integration, chunk options, dynamic reports, and deploying Shiny apps alongside analyses.
Gapminder Dataset: Classic R Visualization Example
Explore life expectancy, GDP per capita, and population data for 142 countries from 1952 to 2007. Perfect for practicing ggplot2, dplyr pipelines, and animated data stories.
Machine Learning in R: A Practical Guide with caret and tidymodels
Compare classification algorithms including random forests, support vector machines, and neural networks. Learn cross-validation, hyperparameter tuning, and model evaluation using the caret and tidymodels frameworks.
Building Interactive Web Applications with Shiny
Create dynamic, interactive dashboards and web apps directly in R without writing HTML, CSS, or JavaScript. Covers reactive programming, layouts, inputs, outputs, and deploying to Shiny Server.
Bayesian Statistics in R: From BUGS to Stan and brms
Explore Bayesian inference using R interfaces to JAGS, Stan, and the brms package. Covers posterior sampling, MCMC diagnostics, hierarchical models, and Bayesian A/B testing with real-world examples.