learningAnalytics

Author: Brad Boehmke
License: GPL (>= 2)

learningAnalytics is an R package that provides a structured learning environment to deliver tutorials covering various statistical learning techniques.

Installation

You can install learningAnalytics straight from GitHub with:

if (packageVersion("devtools") < 1.6) {
  install.packages("devtools")
}

devtools::install_github("bradleyboehmke/learningAnalytics")

Start Learning

learningAnalytics provides several tutorials covering common analytic techniques:

  1. “Hello”: An introduction to learningAnalytics
  2. “EDA”: Exploratory Data Analysis
  3. “Unsupervised”: Principal Components Analysis & Cluster Analysis
  4. “Linear Regression”: Linear Regression
  5. “Supervised Classification”: Logistic Regression & Discriminant Analysis
  6. “Resampling”: Leave-One-Out Cross-Validation, k-Fold Cross Validation, & Bootstrapping
  7. “Model Selection”: Best Subset & Stepwise Selection for Linear Models

To start learning just use the get_tutorial function to activate the desired tutorial:

library(learningAnalytics)

get_tutorial("Hello")

Enjoy!