diff --git a/pkg/emlearn/Makefile b/pkg/emlearn/Makefile
new file mode 100644
index 0000000000..1cde54fcba
--- /dev/null
+++ b/pkg/emlearn/Makefile
@@ -0,0 +1,9 @@
+PKG_NAME=emlearn
+PKG_URL=https://github.com/emlearn/emlearn
+PKG_VERSION=1e33ca44ec08ba6545684107240de4e3e9ea5fe0  # 0.10.1
+PKG_LICENSE=MIT
+
+include $(RIOTBASE)/pkg/pkg.mk
+
+all:
+	@:
diff --git a/pkg/emlearn/Makefile.dep b/pkg/emlearn/Makefile.dep
new file mode 100644
index 0000000000..d4a21c581b
--- /dev/null
+++ b/pkg/emlearn/Makefile.dep
@@ -0,0 +1,2 @@
+# emlearn is not compatible with MSP430
+FEATURES_BLACKLIST += arch_msp430
diff --git a/pkg/emlearn/Makefile.include b/pkg/emlearn/Makefile.include
new file mode 100644
index 0000000000..c531826a82
--- /dev/null
+++ b/pkg/emlearn/Makefile.include
@@ -0,0 +1,7 @@
+INCLUDES += -I$(PKGDIRBASE)/emlearn/emlearn
+
+CFLAGS += -Wno-unused-parameter
+
+# There's nothing to build in this package, it's used as a header only library.
+# So it's declated as a pseudo-module
+PSEUDOMODULES += emlearn
diff --git a/pkg/emlearn/doc.txt b/pkg/emlearn/doc.txt
new file mode 100644
index 0000000000..68485771b5
--- /dev/null
+++ b/pkg/emlearn/doc.txt
@@ -0,0 +1,7 @@
+/**
+ * @defgroup pkg_emlearn emlearn
+ * @ingroup  pkg
+ * @brief    Machine Learning inference engine
+ *
+ * @see      https://github.com/emlearn/emlearn
+ */