reduce installed package size

README.Rmd

@@ -60,11 +60,7 @@ These stacking coefficients determine which candidate ensemble members will beco
 
 This model stack object, outputted from `fit_members()`, is ready to predict on new data! The trained ensemble members are often referred to as _base models_ in the stacking literature.
 
-At a high level, the process follows these steps:
-
-![](man/figures/outline.png)
-
-The API for the package closely mirrors these ideas. See the `basics` vignette for an example of how this grammar is implemented!
+The full visual outline for these steps can be found [here](https://github.com/tidymodels/stacks/blob/main/inst/figs/outline.png). The API for the package closely mirrors these ideas. See the `basics` vignette for an example of how this grammar is implemented!
 
 ## contributing
 

README.md

@@ -105,10 +105,8 @@ This model stack object, outputted from `fit_members()`, is ready to
 predict on new data\! The trained ensemble members are often referred to
 as *base models* in the stacking literature.
 
-At a high level, the process follows these steps:
-
-![](man/figures/outline.png)
-
+The full visual outline for these steps can be found
+[here](https://github.com/tidymodels/stacks/blob/main/inst/figs/outline.png).
 The API for the package closely mirrors these ideas. See the `basics`
 vignette for an example of how this grammar is implemented\!
 

vignettes/basics.Rmd

@@ -391,9 +391,5 @@ map_dfr(member_preds, rmse, truth = latency, data = member_preds) %>%
 
 As we can see, the stacked ensemble outperforms each of the member models, though is closely followed by one of its members.
 
-Voila! You've now made use of the stacks package to predict red-eyed tree frog embryo hatching using a stacked ensemble! Altogether, the process looks something like this:
-
-```{r, echo = FALSE}
-knitr::include_graphics("https://raw.githubusercontent.com/tidymodels/stacks/main/man/figures/outline.png")
-```
+Voila! You've now made use of the stacks package to predict red-eyed tree frog embryo hatching using a stacked ensemble! The full visual outline for these steps can be found [here](https://github.com/tidymodels/stacks/blob/main/inst/figs/outline.png).