diff --git a/.gitignore b/.gitignore
index 45a744e..4a58eca 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .env
 cache/**
+jupyter/**
diff --git a/jupyter/.keep b/jupyter/.keep
new file mode 100644
index 0000000..e69de29