diff --git a/advanced_source/ddp_pipeline.rst b/advanced_source/ddp_pipeline.rst
new file mode 100644
index 0000000000..bf9e4d28f3
--- /dev/null
+++ b/advanced_source/ddp_pipeline.rst
@@ -0,0 +1,10 @@
+Training Transformer models using Distributed Data Parallel and Pipeline Parallelism
+====================================================================================
+
+This tutorial has been deprecated.
+
+Redirecting to the latest parallelism APIs in 3 seconds...
+
+.. raw:: html
+
+
diff --git a/beginner_source/former_torchies_tutorial.rst b/beginner_source/former_torchies_tutorial.rst
index 79aac42f3b..5071a62e73 100644
--- a/beginner_source/former_torchies_tutorial.rst
+++ b/beginner_source/former_torchies_tutorial.rst
@@ -3,6 +3,7 @@ PyTorch for Former Torch Users
This tutorial is out of date. Please check out the PyTorch tutorials here: https://pytorch.org/tutorials/
You will be redirected in 3 seconds.
+
.. raw:: html
diff --git a/intermediate_source/dist_pipeline_parallel_tutorial.rst b/intermediate_source/dist_pipeline_parallel_tutorial.rst
new file mode 100644
index 0000000000..ec3e3cf304
--- /dev/null
+++ b/intermediate_source/dist_pipeline_parallel_tutorial.rst
@@ -0,0 +1,10 @@
+Distributed Pipeline Parallelism Using RPC
+==========================================
+
+This tutorial has been deprecated.
+
+Redirecting to a newer tutorial in 3 seconds...
+
+.. raw:: html
+
+
diff --git a/intermediate_source/pipeline_tutorial.rst b/intermediate_source/pipeline_tutorial.rst
new file mode 100644
index 0000000000..06f10a4a88
--- /dev/null
+++ b/intermediate_source/pipeline_tutorial.rst
@@ -0,0 +1,11 @@
+Training Transformer models using Pipeline Parallelism
+======================================================
+
+This tutorial has been deprecated.
+
+Redirecting to the latest parallelism APIs in 3 seconds...
+
+.. raw:: html
+
+
+