Vizuara Books
R Masterclass
From an empty console to statistical models.
A hands-on path through R for data science, built from first principles: data types, programming, ggplot2 visualization, and statistical modelling. Ends with a full end-to-end project that loads, cleans, visualizes, and models real data.
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00Getting Started with R5 capsules
Getting Started with R — 5 chapters.
01Why R, and What You'll Buildintuitionfree12 min02The History of Rconcept🔒13 min03Installing R and RStudioconcept🔒12 min04Your First Program in Rcode🔒13 min05R as a Calculator: Operators and Math Notationmath🔒13 min01Data Types in R7 capsules
Data Types in R — 7 chapters.
06Characters and Stringsconcept🔒13 min07Vectors: The Heart of Rconcept🔒12 min08Vectorized Operations and Recyclingintuition🔒13 min09Indexing and Subsetting Vectorscode🔒14 min10Lists: Mixed and Nested Dataconcept🔒13 min11Data Frames: Tabular Dataconcept🔒15 min12Your First Plotcode🔒12 min02Programming in R5 capsules
Programming in R — 5 chapters.
13Scripts and the RStudio Workflowconcept🔒13 min14Conditional Logic: if / elsecode🔒12 min15Loops: for and whilecode🔒13 min16Writing Your Own Functionscode🔒13 min17The apply Familydeep-dive🔒13 min03Data Visualization Foundations5 capsules
Data Visualization Foundations — 5 chapters.
18The Grammar of Graphics and ggplot2concept🔒12 min19Data Transformation with dplyrcode🔒11 min20Univariate Graphsconcept🔒13 min21Types of Graphs: A Field Guideintuition🔒12 min22Bivariate Graphscode🔒13 min04Advanced Visualization4 capsules
Advanced Visualization — 4 chapters.
23Multivariate Graphsdeep-dive🔒14 min24Time Series Graphscode🔒13 min25Maps and Spatial Visualizationproject🔒13 min26Polishing Plots for Presentationintuition🔒14 min05Statistical Modelling in R5 capsules
Statistical Modelling in R — 5 chapters.
27Introduction to Statistical Modellingconcept🔒12 min28Descriptive Statistics and Distributionsmath🔒14 min29Linear Regression from Scratchmath🔒11 min30Interpreting and Diagnosing Modelsdeep-dive🔒13 min31Visualizing Model Fitscode🔒12 min06Capstone: End-to-End Project5 capsules
Capstone: End-to-End Project — 5 chapters.
32Framing the Project and the Dataproject🔒11 min33Loading and Cleaning the Datacode🔒12 min34Exploratory Analysis and Visualizationproject🔒13 min35Building and Evaluating the Modelproject🔒12 min36Putting It All Togetherproject🔒14 minRatings & reviews
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