diff --git a/docs/readthedocs/source/_toc.yml b/docs/readthedocs/source/_toc.yml
index d4b319e5..c03a4c78 100644
--- a/docs/readthedocs/source/_toc.yml
+++ b/docs/readthedocs/source/_toc.yml
@@ -108,6 +108,10 @@ subtrees:
                   - file: doc/Nano/Howto/Training/PyTorchLightning/pytorch_lightning_training_bf16
                   - file: doc/Nano/Howto/Training/PyTorch/convert_pytorch_training_torchnano
                   - file: doc/Nano/Howto/Training/PyTorch/use_nano_decorator_pytorch_training
+                  - file: doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_ipex
+                  - file: doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_multi_instance
+                  - file: doc/Nano/Howto/Training/PyTorch/pytorch_training_channels_last
+                  - file: doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_bf16
                   - file: doc/Nano/Howto/Training/TensorFlow/accelerate_tensorflow_training_multi_instance
                   - file: doc/Nano/Howto/Training/TensorFlow/tensorflow_training_embedding_sparseadam
                   - file: doc/Nano/Howto/Training/TensorFlow/tensorflow_training_bf16
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_bf16.nblink b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_bf16.nblink
new file mode 100644
index 00000000..38883226
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_bf16.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/training/pytorch/accelerate_pytorch_training_bf16.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_ipex.nblink b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_ipex.nblink
new file mode 100644
index 00000000..c27ec972
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_ipex.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/training/pytorch/accelerate_pytorch_training_ipex.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_multi_instance.nblink b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_multi_instance.nblink
new file mode 100644
index 00000000..f5ad8c48
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/accelerate_pytorch_training_multi_instance.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/training/pytorch/accelerate_pytorch_training_multi_instance.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/pytorch_training_channels_last.nblink b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/pytorch_training_channels_last.nblink
new file mode 100644
index 00000000..271e0fbf
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Training/PyTorch/pytorch_training_channels_last.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/training/pytorch/pytorch_training_channels_last.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/index.rst b/docs/readthedocs/source/doc/Nano/Howto/index.rst
index 0177a95d..880745fd 100644
--- a/docs/readthedocs/source/doc/Nano/Howto/index.rst
+++ b/docs/readthedocs/source/doc/Nano/Howto/index.rst
@@ -27,6 +27,10 @@ PyTorch
 ~~~~~~~~~~~~~~~~~~~~~~~~~
 * |convert_pytorch_training_torchnano|_
 * |use_nano_decorator_pytorch_training|_
+* `How to accelerate a PyTorch application on training workloads through Intel® Extension for PyTorch* <Training/PyTorch/accelerate_pytorch_training_ipex.html>`_
+* `How to accelerate a PyTorch application on training workloads through multiple instances <Training/PyTorch/accelerate_pytorch_training_multi_instance.html>`_
+* `How to use the channels last memory format in your PyTorch application for training <Training/PyTorch/pytorch_training_channels_last.html>`_
+* `How to conduct BFloat16 Mixed Precision training in your PyTorch application <Training/PyTorch/accelerate_pytorch_training_bf16.html>`_
 
 .. |use_nano_decorator_pytorch_training| replace:: How to accelerate your PyTorch training loop with ``@nano`` decorator
 .. _use_nano_decorator_pytorch_training: Training/PyTorch/use_nano_decorator_pytorch_training.html