diff --git a/pkg/emlearn/Makefile b/pkg/emlearn/Makefile
index 18edf8d79524..37ec59846040 100644
--- a/pkg/emlearn/Makefile
+++ b/pkg/emlearn/Makefile
@@ -1,7 +1,7 @@
 PKG_NAME=emlearn
 PKG_URL=https://github.com/emlearn/emlearn
-# 0.12
-PKG_VERSION=d8cffb6cdd5619eb26d01287f07a530128958b60
+# 0.17.1
+PKG_VERSION=7a21d49b13fb82d57b4768c1ac821825809bf4b1
 PKG_LICENSE=MIT
 
 include $(RIOTBASE)/pkg/pkg.mk
diff --git a/tests/pkg/emlearn/model b/tests/pkg/emlearn/model
index 66b1f6949e33..70383ce51f4d 100644
Binary files a/tests/pkg/emlearn/model and b/tests/pkg/emlearn/model differ