diff --git a/hfdocs/source/reference/optimizers.mdx b/hfdocs/source/reference/optimizers.mdx
index 66f32ca2..0e124192 100644
--- a/hfdocs/source/reference/optimizers.mdx
+++ b/hfdocs/source/reference/optimizers.mdx
@@ -26,7 +26,7 @@ This page contains the API reference documentation for learning rate optimizers
 [[autodoc]] timm.optim.lookahead.Lookahead
 [[autodoc]] timm.optim.madgrad.MADGRAD
 [[autodoc]] timm.optim.nadam.Nadam
-[[autodoc]] timm.optim.nadamw.NadamW
+[[autodoc]] timm.optim.nadamw.NAdamW
 [[autodoc]] timm.optim.nvnovograd.NvNovoGrad
 [[autodoc]] timm.optim.radam.RAdam
 [[autodoc]] timm.optim.rmsprop_tf.RMSpropTF