Mastering R - Best Practices and Essential Tools

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Free Download Mastering R - Best Practices and Essential Tools
Published 7/2024
Created by Adrian Cidre Gonzalez
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 101 Lectures ( 8h 39m ) | Size: 4.31 GB

Learn best practices in R, version control with Git and GitHub, functional programming, and reproducible environments
What you'll learn:
Learn how to use RStudio efficiently
Best coding practices
Learn version control and collaboration with Git and GitHub
Create private and public repositories, clone, fork, and many other commands
Learn functional programming and iteration with purrr
Create reproducible environments
Switch very easily between R versions
Apply all the learned techniques with a real project
Requirements:
Programming experience with R is highly recommended and preferred
Description:
Welcome to Mastering R: Best Practices and Essential Tools!In this course, we aim to address a significant gap in the market by equipping R users with the knowledge and skills needed to implement best practices. You will learn how to organize your projects effectively, adhere to the highest coding standards, and utilize a suite of powerful tools that will enhance your productivity and collaboration.Our focus will be on providing you with practical, everyday techniques that streamline your workflow and make your code robust and shareable. By the end of this course, you'll be able to avoid the common pitfall of "this script works only on my machine" and ensure your projects are reproducible and portable.Course Content:Section 01: Introduction to the courseSection 02: Rstudio IDESetting up and navigating RStudio for an optimized coding environment.Essential shortcuts and tipsSection 03: Best coding practicesLearn to write clean, efficient and maintainable R codeSection 04: Version control with Git and GitHub - ConfigurationInstallation and setup of Git and GitHubGenerate 2 Factor AuthenticationSection 05: Version control with Git and GitHub - Working with repositoriesManaging your code changes and collaborating with others using Git and GitHubLearn different ways of creating and cloning repositoriesUnderstand how privacy worksGit workflowSection 06: A real projectImplement the previous learning in a real-world projectSection 07: Introduction to functional programmingLearn what functional programming isCreate basic and advanded functionsIterationSection 08: Functional programming in our real projectChange our real-world project to a project based in functional programmingSection 09: Reproducible environmentsCreating reproducible R environments to ensure consistent project dependenciesCourse Detailsuration: Approximately 9 hoursLessons: Over 100 lessonsJoin us on this journey to mastering R, and take your coding skills to the next level!
Who this course is for:
Intermediate R users
Advanded R users who want to learn the best practices
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