build: Build Models

In tpq/exprso: Rapid Deployment of Machine Learning Algorithms

Description

The exprso package includes these build modules:

- buildNB

- buildLDA

- buildSVM

- buildLM

- buildGLM

- buildLR

- buildLASSO

- buildANN

- buildDT

- buildRF

- buildFRB

- buildDNN

Details

Build a binary classifier, multi-class classifier, or regression model. Like fs methods, build methods have a top argument which allows the user to specify which features to feed INTO the model build. This effectively provides the user with one last opportunity to subset the feature space based on prior feature selection or dimension reduction. For all build methods, @preFilter and @reductionModel will get passed along to the resultant ExprsModel object, again ensuring that any test or validation sets will undergo the same feature selection and dimension reduction in the appropriate steps when deploying the model. Set top = 0 to pass all features through a build method.

tpq/exprso documentation built on July 27, 2019, 8:44 a.m.