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diff --git a/tensorflow/docs_src/tutorials/deep_cnn.md b/tensorflow/docs_src/tutorials/deep_cnn.md
index 3692a02f2e..6361079671 100644
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+++ b/tensorflow/docs_src/tutorials/deep_cnn.md
@@ -268,7 +268,7 @@ in `cifar10_input.py`.
`cifar10_train.py` periodically @{tf.train.Saver$saves}
all model parameters in
-@{$variables#saving-and-restoring$checkpoint files}
+@{$programmers_guide/saved_model$checkpoint files}
but it does *not* evaluate the model. The checkpoint file
will be used by `cifar10_eval.py` to measure the predictive
performance (see [Evaluating a Model](#evaluating-a-model) below).