MODEL-class: Abstract Model Class
In genpack/maler: A package for building pipelines of Machine Learning models.

MODEL-class

R Documentation

Abstract Model Class

Description

Reference Class MODEL is the highest level of herarchy in a series of classes defined in the rml package. All transformers, classifiers, regressors and survival models inherit from this class.

Fields

name: character containing name of the model
type: character containing model type. Specifies transformer type
package: character specifies name of the package model is using
package_language: character specifies programming language of the package either R or Python.
description: character descripbes what the model is.
config: list containing all parameters and settings of the model. Values depend on the model class.
fitted: logical specifies if the model is fitted (trained) or not
transformers: list containing all transformer objects. Each transformer is an instance inheriting from MODEL class.
gradient_transformers: list containing all gradient transformer objects. Each gradient transformer is an instance inheriting from MODEL class.
yin_transformers: list of functions.
yout_transformers: list of functions.
objects: list containing additional data
objects$features: data.frame containing list of features and their characteristics. This table is created after fitting the model.
objects$fitting_time: POSIXct containing time when the model's training is complete. Created after the model is fitted.