Advanced
Level 3 — Advanced
These lessons cover statistical modeling, machine learning with tidymodels, environments and functional programming, object-oriented R (S3, S4, R6), performance, databases, Shiny web apps, APIs, building packages, and reproducible production workflows. Recommended: the Level 2 lessons, especially dplyr, ggplot2, and functions.