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diff --git a/tensorflow/g3doc/tutorials/mnist/tf/index.md b/tensorflow/g3doc/tutorials/mnist/tf/index.md
index 4f376c3e3d..3c7a4ba697 100644
--- a/tensorflow/g3doc/tutorials/mnist/tf/index.md
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@@ -98,7 +98,7 @@ The `inference()` function builds the graph as far as needed to
return the tensor that would contain the output predictions.
It takes the images placeholder as input and builds on top
-of it a pair of fully connected layers with [ReLu](https://en.wikipedia.org/wiki/Rectifier_(neural_networks)) activation followed by a ten
+of it a pair of fully connected layers with [ReLU](https://en.wikipedia.org/wiki/Rectifier_(neural_networks)) activation followed by a ten
node linear layer specifying the output logits.
Each layer is created beneath a unique [`tf.name_scope`](../../../api_docs/python/framework.md#name_scope)