diff --git a/notes.md b/notes.md
index 98ded0f687d..d96a5f2a8be 100644
--- a/notes.md
+++ b/notes.md
@@ -70,3 +70,4 @@
 2015-12-20T04:23:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pytorch)
 2015-12-20T17:04:00 - Late-night bugfix on financial RL environment (pytorch)
 2015-12-20T03:44:00 - Quick fix, referencing a known issue from the official repo (pytorch)
+2015-12-20T20:20:00 - Minor doc updates: linking to article on quantization (pytorch)