diff --git a/DESCRIPTION b/DESCRIPTION
index f082713..06ba41f 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -17,7 +17,9 @@ Suggests:
     UpSetR (>= 1.4.0),
     caret,
     ranger,
-    Boruta
+    Boruta,
+    knitr,
+    rmarkdown
 Config/testthat/edition: 3
 Depends: R (>= 3.6.0)
 Roxygen: list(markdown = TRUE)
@@ -49,3 +51,4 @@ Collate:
     'weightedMeanLearner.R'
     'predict.bestSpecificLearner.R'
     'predict.weightedMeanLearner.R'
+VignetteBuilder: knitr
diff --git a/vignettes/vignette.Rmd b/vignettes/vignette.Rmd
new file mode 100644
index 0000000..baa773b
--- /dev/null
+++ b/vignettes/vignette.Rmd
@@ -0,0 +1,19 @@
+---
+title: "vignette"
+output: rmarkdown::html_vignette
+vignette: >
+  %\VignetteIndexEntry{vignette}
+  %\VignetteEngine{knitr::rmarkdown}
+  %\VignetteEncoding{UTF-8}
+---
+
+```{r, include = FALSE}
+knitr::opts_chunk$set(
+  collapse = TRUE,
+  comment = "#>"
+)
+```
+
+```{r setup}
+library(fuseMLR)
+```