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 ## References
 
-- [Pytorch Model Parallelism and Pipelining](https://pytorch.org/docs/stable/pipeline.html)
+- [Pytorch Model Parallelism and Pipelining](https://pytorch.org/docs/stable/distributed.pipelining.html)
 - [Intro to Distributed Deep Learning](https://xiandong79.github.io/Intro-Distributed-Deep-Learning)
 - [Model Parallelism - Amazon SageMaker](https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel-intro.html)
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@@ -957,8 +957,8 @@ DL scaling course at JSC!</li>
 <h2>References</h2>
 <ul>
 <li class="fragment"><a
-href="https://pytorch.org/docs/stable/pipeline.html">Pytorch Model
-Parallelism and Pipelining</a></li>
+href="https://pytorch.org/docs/stable/distributed.pipelining.html">Pytorch
+Model Parallelism and Pipelining</a></li>
 <li class="fragment"><a
 href="https://xiandong79.github.io/Intro-Distributed-Deep-Learning">Intro
 to Distributed Deep Learning</a></li>