diff --git a/docs/en_US/FeatureEngineering/GradientFeatureSelector.md b/docs/en_US/FeatureEngineering/GradientFeatureSelector.md
index 6c0cc34ca5..b7adbd79ec 100644
--- a/docs/en_US/FeatureEngineering/GradientFeatureSelector.md
+++ b/docs/en_US/FeatureEngineering/GradientFeatureSelector.md
@@ -1,6 +1,6 @@
 ## GradientFeatureSelector
 
-The algorithm in GradinetFeatureSelector comes from ["Feature Gradients: Scalable Feature Selection via Discrete Relaxation"](https://arxiv.org/pdf/1908.10382.pdf).
+The algorithm in GradientFeatureSelector comes from ["Feature Gradients: Scalable Feature Selection via Discrete Relaxation"](https://arxiv.org/pdf/1908.10382.pdf).
 
 GradientFeatureSelector, a gradient-based search algorithm
 for feature selection.