Learning R



Download free course Learning R, pdf file on 619 pages by Stack Overflow Community.
R is a programming language and free software environment for statistical computing and graphics. It is an unofficial and free R ebook created for educational purposes. All the content is extracted from Stack Overflow Documentation, which is written by many hardworking individuals at Stack Overflow.

Table of contents

  • Getting started with R Language
  • *apply family of functions (functionals)
  • .Rprofile
  • Aggregating data frames
  • Analyze tweets with R
  • ANOVA
  • Arima Models
  • Arithmetic Operators
  • Bar Chart
  • Base Plotting
  • Bibliography in RMD
  • boxplot
  • caret
  • Classes
  • Cleaning data
  • Code profiling
  • Coercion
  • Color schemes for graphics
  • Column wise operation
  • Combinatorics
  • Control flow structures
  • Creating packages with devtools
  • Creating reports with RMarkdown
  • Creating vectors
  • Data acquisition
  • Data frames
  • data.table
  • Date and Time
  • Date-time classes (POSIXct and POSIXlt)
  • Debugging
  • Distribution Functions
  • dplyr
  • Expression: parse + eval
  • Extracting and Listing Files in Compressed Archives
  • Factors
  • Fault-tolerant/resilient code
  • Feature Selection in R - Removing Extraneous Features
  • Formula
  • Fourier Series and Transformations
  • Functional programming
  • Generalized linear models
  • Get user input
  • ggplot2
  • GPU-accelerated computing
  • Hashmaps
  • heatmap and heatmap.2
  • Hierarchical clustering with hclust
  • Hierarchical Linear Modeling
  • I/O for database tables
  • I/O for foreign tables (Excel, SAS, SPSS, Stata)
  • I/O for geographic data (shapefiles, etc.)
  • I/O for raster images
  • I/O for R's binary format
  • Implement State Machine Pattern using S4 Class
  • Input and output
  • Inspecting packages
  • Installing packages
  • Introduction to Geographical Maps
  • Introspection
  • JSON
  • Linear Models (Regression)
  • Lists
  • lubridate
  • Machine learning
  • Matrices
  • Meta: Documentation Guidelines
  • Missing values
  • Modifying strings by substitution
  • Natural language processing
  • Network analysis with the igraph package
  • Non-standard evaluation and standard evaluation
  • Numeric classes and storage modes
  • Object-Oriented Programming in R
  • Parallel processing
  • Pattern Matching and Replacement
  • Performing a Permutation Test
  • Pipe operators (%>% and others)
  • Pivot and unpivot with data.table
  • Probability Distributions with R
  • Publishing
  • R code vectorization best practices
  • R in LaTeX with knitr
  • R Markdown Notebooks (from RStudio)
  • R memento by examples
  • Random Forest Algorithm
  • Random Numbers Generator
  • Randomization
  • Raster and Image Analysis
  • Rcpp
  • Reading and writing strings
  • Reading and writing tabular data in plain-text files (CSV, TSV, etc.)
  • Recycling
  • Regular Expression Syntax in R
  • Regular Expressions (regex)
  • Reproducible R
  • Reshape using tidyr
  • Reshaping data between long and wide forms
  • RESTful R Services
  • RMarkdown and knitr presentation
  • RODBC
  • roxygen2
  • Run-length encoding
  • Scope of variables
  • Set operations
  • Shiny
  • Solving ODEs in R
  • Spark API (SparkR)
  • spatial analysis
  • Speeding up tough-to-vectorize code
  • Split function
  • sqldf
  • Standardize analyses by writing standalone R scripts
  • String manipulation with stringi package
  • strsplit function
  • Subsetting
  • Survival analysis
  • Text mining
  • The character class
  • The Date class
  • The logical class
  • tidyverse
  • Time Series and Forecasting
  • Updating R and the package library
  • Updating R version
  • Using pipe assignment in your own package %<>%: How to ?
  • Using texreg to export models in a paper-ready way
  • Variables
  • Web Crawling in R
  • Web scraping and parsing
  • Writing functions in R
  • xgboost
Pages : 619
Size : 10.2 MB
File type : PDF
Downloads: 74
Created: 2022-02-03
License: CC BY-SA
Author(s): Stack Overflow Community
Learning R

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others Computer science Tutorials

A Rust Sampler

Gradle Succinctly

HackSpace Magazine: Issue 45

Robotic Process Automation Succinctly

Mobile Media Learning

Others related eBooks about Learning R

Git tutorial for professionals

Download free Git tutorial course in PDF, training file in 61 chapters and 195 pages. Free unaffiliated ebook created from Stack OverFlow contributor....

Rational Cybersecurity for Business

Use the guidance in this comprehensive field guide to gain the support of your top executi..., download free Cybersecurity tutorial in PDF (333 pages) created by Dan Blum ....

The SysAdmin Handbook

Download free course The SysAdmin Handbook, pdf file on 514 pages by Various....

Building the Infrastructure for Cloud Security

For cloud users and providers alike, security is an everyday concern, yet there are very f..., download free Cloud Security tutorial in PDF (244 pages) created by Raghuram Yeluri ....

Fundamentals of Azure

Download free course Fundamentals of Azure, pdf file on 263 pages by Michael Collier, Robin Shahan....

Implementing CIFS: The Common Internet File System

This book is an authoritative, cross-platform guide to CIFS capabilities and behavior. Implementing CIFS not only delivers the priceless knowledge of a Samba Team member dedicated to investigating the inner workings of CIFS, it also identifies and describes crucial specifications and supporting d...

Adobe photoshop Tutorial

Download free adobe Photoshop tutorial course material and training in PDF file 37 pages....

HackSpace Magazine: Issue 48

Download free course HackSpace Magazine: Issue 48, pdf file on 116 pages by HackSpace Team....

Version Control with Subversion

Download free course Version Control with Subversion, pdf file on 463 pages by C. Michael Pilato, Ben Collins-Sussman, Brian W. Fitzpatrick....

XSLT Tutorial in PDF

Download XSLT Tutorial in PDF, free training document in 47 pages by Dan Olteanu....