diff --git a/.gitignore b/.gitignore
index 3de9ac4..909e058 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,3 +2,4 @@
 dist/
 build/
 neuralforge.egg-info/
+neuralforge/nn/__pycache__