v1.4.2
v1.4.2 of sl3
is a major release, featuring numerous updates to core functionality and improvements to available learners, including
- Updates to variable importance functionality, including calculation of risk ratio and risk differences under covariate deletion or permutation.
- Addition of a
importance_plot
to summarize variable importance findings. - Additions of new methods
reparameterize
andretrain
toLrnr_base
, which allows modification of the covariate set while training on a conserved task and prediction on a new task using previously trained learners, respectively. - Updates to variable importance functionality, including use of risk ratios.
- Change
Lrnr_hal9001
andLrnr_glmnet
to respect observation-level IDs. - Removal of
Remotes
and deprecation ofLrnr_rfcde
andLrnr_condensier
.