Index
As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.
A
aggregate primitive 280, 300
features, creating 299-305
reference link 300
arbitrary intervals
variable, discretizing into 131-134
arbitrary value
used, for replacing missing values 16-19
AveOccup variable 92
B
Bag-of-Words (BoW)
used, for creating features 349-352
binary encoding 80
performing 80-82
binary variables
creating, through one-hot encoding 44-52
bins 113
Box-Cox transformation 99, 103
performing 103-105
performing, with Feature-engine 107, 108
performing, with scikit-learn 105, 107
boxplots 154
using, to visualize outliers 154
C
categorical encoding 43
categorical variables 43
imputing 12-16
nominal categorical variables 43
ordinal categorical variables 43
categories
replacing, with counts or frequency...