diff --git a/units/loss.md b/units/loss.md
index 8536f87..70067f3 100644
--- a/units/loss.md
+++ b/units/loss.md
@@ -29,7 +29,7 @@ submission you will need to use Jupyter.
 * [Softmax Regression](https://d2l.ai/chapter_linear-networks/softmax-regression.html)
 * [Fashion MNIST](https://d2l.ai/chapter_linear-networks/image-classification-dataset.html)
 * [Softmax Regression from scratch](https://d2l.ai/chapter_linear-networks/softmax-regression-scratch.html)
-* [Softmax Regression - concise version](https://d2l.ai/chapter_linear-networks/softmax-regression-gluon.html)
+* [Softmax Regression - concise version](https://d2l.ai/chapter_linear-networks/softmax-regression-concise.html)
 
 ## Videos