Description
Purge Training Data from Models.
Description
Enables the removal of training data from fitted R models while retaining predict functionality. The purged models are more portable as their memory footprints do not scale with the training sample size.
README.md
#Overview# This package enables the removal of training data from fitted R models while retaining predict functionality. The purged models are more portable as their memory footprints do not scale with the training sample size.
#Example Usage#
x <- rnorm(1000)
y <- x + rnorm(1000)
unpurged.model <- lm(y ~ x)
purged.model <- purge(unpurged.model)
object.size(unpurged.model)
object.size(purged.model)
#Installation#
if (!require(devtools)) install.packages("devtools")
devtools:::install_github("massmutual/purge")