In this chapter, we will use six libraries. These libraries are as listed in the following code:
# Libraries
library(keras)
library(mlbench)
library(psych)
library(dplyr)
library(magrittr)
library(neuralnet)
The structure of the BostonHousing data is as follows:
# Data structure
data(BostonHousing)
str(BostonHousing)
OUTPUT
'data.frame': 506 obs. of 14 variables: $ crim : num 0.00632 0.02731 0.02729 0.03237 0.06905 ... $ zn : num 18 0 0 0 0 0 12.5 12.5 12.5 12.5 ... $ indus : num 2.31 7.07 7.07 2.18 2.18 2.18 7.87 7.87 7.87 7.87 ... $ chas : Factor w/ 2 levels "0","1": 1 1 1 1 1 1 1 1 1 1 ... $ nox : num 0.538 0.469 0.469 0.458 0.458 0.458 0.524 0.524 0.524 0.524 ... $ rm : num 6.58 6.42 7.18 7 7.15 ... $ age : num 65.2 78.9 61.1 45.8 54.2 58.7 66.6 96.1 100 85.9 ... $ dis ...