diff --git a/doc/developers/performance.rst b/doc/developers/performance.rst
index 325199a464fab..861cb78fdf78b 100644
--- a/doc/developers/performance.rst
+++ b/doc/developers/performance.rst
@@ -383,7 +383,7 @@ TODO: give a simple teaser example here.
 
 Checkout the official joblib documentation:
 
-- https://pythonhosted.org/joblib
+- https://joblib.readthedocs.io
 
 
 .. _warm-restarts: