diff --git a/ML/2-modeling-class.R b/ML/2-modeling-class.R
index fa5d8ce..0a421a7 100644
--- a/ML/2-modeling-class.R
+++ b/ML/2-modeling-class.R
@@ -172,3 +172,6 @@ screen_workflows <- all_workflows %>%
     verbose = TRUE
   )
 
+saveRDS(
+  screen_workflows, here::here("ML", "outputs", "workflowscreen_class.rds")
+  ,compress = TRUE)
diff --git a/ML/2-modeling-reg.R b/ML/2-modeling-reg.R
index 353c1f3..be59e32 100644
--- a/ML/2-modeling-reg.R
+++ b/ML/2-modeling-reg.R
@@ -174,7 +174,9 @@ screen_workflows <- all_workflows %>%
 
 
 
-
+saveRDS(
+  screen_workflows, here::here("ML", "outputs", "workflowscreen.rds")
+  ,compress = TRUE)
 
 # grid search -------------------------------------------------------------