diff --git a/.gitignore b/.gitignore
index c3a1126..db7f2d4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -7,3 +7,6 @@ build
 .env*.local
 .DS_Store
 data/
+__pycache__
+app/__pycache__
+mlruns
diff --git a/services/ml/mlruns/.gitkeep b/services/ml/mlruns/.gitkeep
new file mode 100644
index 0000000..e69de29