diff --git a/man/rmd/mlp_brulee.Rmd b/man/rmd/mlp_brulee.Rmd
index 5e1e98e45..966d88689 100644
--- a/man/rmd/mlp_brulee.Rmd
+++ b/man/rmd/mlp_brulee.Rmd
@@ -8,7 +8,7 @@
 ```{r brulee-param-info, echo = FALSE}
 defaults <- 
   tibble::tibble(parsnip = c("hidden_units", "penalty", "dropout", "epochs", "learn_rate", "activation", "mixture"),
-                 default = c("3L", "0.0", "0.0", "100L", "0.01", "'relu'", "0.0"))
+                 default = c("3L", "0.001", "0.0", "100L", "0.01", "'relu'", "0.0"))
 
 param <-
   mlp() %>% 
diff --git a/man/rmd/mlp_brulee.md b/man/rmd/mlp_brulee.md
index c637678f7..77b03ffda 100644
--- a/man/rmd/mlp_brulee.md
+++ b/man/rmd/mlp_brulee.md
@@ -11,7 +11,7 @@ This model has 6 tuning parameters:
 
 - `hidden_units`: # Hidden Units (type: integer, default: 3L)
 
-- `penalty`: Amount of Regularization (type: double, default: 0.0)
+- `penalty`: Amount of Regularization (type: double, default: 0.001)
 
 - `epochs`: # Epochs (type: integer, default: 100L)