diff --git a/docs/src/tutorials/linear_regression.md b/docs/src/tutorials/linear_regression.md
index f56a688575..2531dffadb 100644
--- a/docs/src/tutorials/linear_regression.md
+++ b/docs/src/tutorials/linear_regression.md
@@ -106,7 +106,7 @@ It does! But the predictions are way off. We need to train the model to improve
 ```jldoctest linear_regression_simple; filter = r"[+-]?([0-9]*[.])?[0-9]+(f[+-]*[0-9])?"
 julia> function custom_loss(weights, biases, features, labels)
            ŷ = custom_model(weights, biases, features)
-           sum((labels .- ŷ).^2) / length(weights)
+           sum((labels .- ŷ).^2) / length(features)
        end;
 
 julia> custom_loss(W, b, x, y)