Links esterni a materiale utile
15 minuti
Materiali utili
In questa pagina raccogliamo collegamenti a materiali supplementari utili per l’approfondimento.
Generali
Libri e wiki generali
- Una introduzione a R
- R/RStudio Companion
- An Introduction to R
- Ricerca Sociale con R - Una wiki per l’analisi dei dati con R
- R for Data Science (2e)
- Advanced R
- Everyday-R: Practical R for Data Science
- Exploratory Data Analysis with R
- R Cookbook, 2nd Edition
- Data Science in R: A Gentle Introduction
- Introduction to Data Exploration and Analysis with R
- R tips: 16 HOWTO’s with examples for data analysts
- Practical Data Science - Doing more with your data
- YaRrr! The Pirate’s Guide to R
- Data Analysis in R (buona introduzione al ragionamento statistico)
- Making Sense of Data with R
Grafica
- ggplot2: elegant graphics for data analysis
- Modern Data Visualization with R
- An Introduction to ggplot2
- R Graphics Cookbook, 2nd edition
Statistica
Generale
- Esercizi per il corso di Statistica di Base
- Foundations of Statistics with R
- R for Statistical Learning
- An Introduction to Statistical Learning with the tidyverse and tidymodels
- Advanced Statistical Computing
- Quantitative Methods Using R
Ragionamento statistico
- Scientific Research and Methodology: An introduction to quantitative research and statistics
- Scientific Research Methods - An introduction to quantitative research and statistics in science, engineering and health
- The Art of Data Science
- Targeted Learning in R: Causal Data Science with the tlverse Software Ecosystem
Distribuzioni
Modelli
- Mixed Models with R
- Generalized Additive Models
- Statistical Inference - Data Analyst Handbook
- Supervised Machine Learning
Disegno sperimentale
Altro
- Bayesian Basics
- Bayesian Hierarchical Models in Ecology
- Clustered Data
- Survival Analysis in R
- Time Series Analysis
- A Very Short Course on Time Series Analysis
- Hands-On Machine Learning with R
- Machine Learning
Analisi testuale e Text mining
Programmazione R
- R Programming for Data Science
- Efficient R programming
- Mastering Software Development in R
- R packages
- Coding in R
- Best Coding Practices for R
- Hands-On Programming with R
- How to Be an Rtist: A Beginner’s Guide to Writing Beautiful, Intentional R Code
Tidyverse
- Tidy design principles
- Tidyverse Skills for Data Science
- Introduction to R - tidyverse
- Tidyverse Cookbook
- Tidy Modeling with R
Analisi spaziali
- Introduction to Spatial Data & Using R as a GIS
- Geocomputation with R
- Making maps for conservation - GIF and interactive maps
- Guide to Creating Interactive Maps in R
- R for Geospatial Processing
- Spatial Data Science with R and “terra”
- Earth Analytics Course: Learn Data Science
- INBO Tutorials
- rspatialdata (a collection of data sources and tutorials on visualising spatial data using R)
- Introduction to Geographic Information System (buona introduzione, non R)
Database
Reproducible research: Markdown, Git e Github
- Github actions with R
- Happy Git and GitHub for the useR
- Introduction to R Markdown
- R Markdown Cookbook
- Writing papers with R and friends
- bookdown: Authoring Books and Technical Documents with R Markdown
- blogdown: Creating Websites with R Markdown
- R Markdown Cookbook
- R Markdown: The Definitive Guide
Applicazioni Shiny
Epidemiologia
Tutorials
- IcebreakeR
- learnr: pacchetto apprendimento utilizzabile in RStudio [tab Tutorial in alto a destra]
- w3schools R Tutorial
- Geeksforgeeks R Tutorial
- Getting Started With R
- UC Davis R Basics
- UC Davis Intermediate R
Corsi Mooc
- DataCamp
- Coursera
- edX
- Udemy
- Learn R
- UniVE Analisi statistica e valutazione del dato sperimentale
- UniNA Introduzione ad R
- UniNA Giochi di Statistica con R
- Introduction to R
- 10 Best R Programming Courses
- Elenco di altri corsi
Appunti
Blogs
- R-bloggers
- Revolutions
- Yihui’s Blog
- Statistica e grafica con R
- Official R Blog
- ouR data generation
- Stats and R