R Modeling Workshop

R Modeling Workshop. [Github (included the slides and R code):]

R Keras

Workshop Topics

The purpose of the workshop is to make students familiar with how to implement machine learning models by using R.

  • Introduction to neural network and deep learning
  • Principle Components Analysis (PCA) for Visualization
  • k nearest neighbours (KNN) (Optional)
  • Logistic Regression

Environment

  • R language
  • R studio

Installation of Keras and Tensorflow in R

The Keras R interface uses the TensorFlow backend engine by default.

install.packages("keras")

or install the development version with:

devtools::install_github("rstudio/keras")

then

library(keras)
install_keras()



@book{lu2022visualization,
  title   = "Data Visualization Tutorial in R",
  author  = "Lu, Zhenyuan",
  year    = "2022",
  publisher = "zhenyuanlu.github.io",
  url     = "https://zhenyuanlu.com/r-comput-viz/"
}