diff --git a/docs/_tutorials/cifar-10.md b/docs/_tutorials/cifar-10.md
index 74ee04502f18d52f0b7786e7f6a84abe80b8d260..00258e9674b7e4b9484e2c3e6429cf5d8bb075cd 100644
--- a/docs/_tutorials/cifar-10.md
+++ b/docs/_tutorials/cifar-10.md
@@ -16,7 +16,7 @@ First we will go over how to run original CIFAR-10. Then we will proceed step-by
 
 ## Running Original CIFAR-10
 
-Original model code from [CIFAR-10 Tutorial](https://github.com/pytorch/tutorials/blob/master/beginner_source/blitz/cifar10_tutorial.py), We've copied this repo under [DeepSpeedExamples/cifar/](https://github.com/microsoft/DeepSpeedExamples/tree/master/cifar) and made it available as a submodule. To download, execute:
+Original model code from [CIFAR-10 Tutorial](https://github.com/pytorch/tutorials/blob/main/beginner_source/blitz/cifar10_tutorial.py), We've copied this repo under [DeepSpeedExamples/training/cifar/](https://github.com/microsoft/DeepSpeedExamples/tree/master/training/cifar) and made it available as a submodule. To download, execute:
 
 ```bash
 git submodule update --init --recursive