[machine learning, classification, unsupervised, resampling, model, linear, tree, vector, r]
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Contribute
Building Blocks
Configure your computer
Statistics and ComputationGit and GitHub LaTeX MATLAB Pandoc Perl Python Python Packages R and RStudio Stata Text editors
Automation and WorkflowsAWS Client Command Line Tools Make Making Path Settings Permanent Snakemake TeamViewer
Task-specific ConfigurationsConfiguring Python for Web Scraping
Research InfrastructureLearn about the various ways to setup a research infrastructure
Develop your research skills
Learn to CodeLearn Bash Commands Learn Python and Julia Learn R Learn Regular Expressions
TipsPrinciples for Good Coding Searching for literature on the web
Collect your data
Web Scraping & APIsAvoid Getting Blocked While Scraping Extract Data From APIs Read & Write Data From APIs Scrape Dynamic Websites Scrape Static Websites
Workflows for Online Data CollectionAssess what Data is Available Calculate Sample Sizes for Web Scrapers Monitor and Safeguard Your Data Quality Online Data Collection and Management Safeguard Legal Compliance When Scraping
Store and document your data
Store DataChoose a Data Repository for Long-Term Storage Configure Environment Variables Download Data Programmatically Use AWS S3 Buckets
Document DataDocument New Data README Best Practices
Prepare your data for analysis
Data PreparationImport Large Datasets Into R Manipulate Data Clean Data Scraped From Social Media Data Preparation and Workflow Management
Analyze data
RegressionsRun a Regression Analysis
Machine LearningIn-depth Introduction to Machine Learning and R
Automate and execute your work
Automate your WorkflowUse Makefiles to Re-Run your Code Use this checklist to improve your project's structure Automatically Install R Packages Used in a Project Integrating Stata in Automated Workflows Schedule recurring tasks (e.g., by day, hour) Share Large Temporary Files Use Software Environments to Ensure Replicability
Collaborate and share your work
Use GitHub to Share your WorkGet Started with Using Git and GitHub The Most Important Git Commands You Should Know Contribute to Open Source Projects Exclude Files From Versioning Make Your Code Citable with DOI Remove Sensitive or Large Files From Your Repository Working with Large Files on GitHub
Write your PaperWrite a Professional Research Paper with LyX Create Slides in No Time with LyX Get Started With Our Bookdown Thesis Template Get Started With Our LaTeX Templates Export Your Tables for Print-ready Publications Cheatsheet for LaTeX Math Commands
Publish on the WebBuild Interactive Dashboards With R Shiny


In-depth Introduction to Machine Learning and R