diff --git a/docs/readthedocs/source/_toc.yml b/docs/readthedocs/source/_toc.yml
index 0e01696e..4e7e9553 100644
--- a/docs/readthedocs/source/_toc.yml
+++ b/docs/readthedocs/source/_toc.yml
@@ -114,8 +114,13 @@ subtrees:
                   - file: doc/Nano/Howto/Training/General/choose_num_processes_training
                   - file: doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_onnx
                   - file: doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_openvino
+                  - file: doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_jit_ipex
                   - file: doc/Nano/Howto/Inference/PyTorch/quantize_pytorch_inference_inc
                   - file: doc/Nano/Howto/Inference/PyTorch/quantize_pytorch_inference_pot
+                  - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_ipex
+                  - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_jit
+                  - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_onnx
+                  - file: doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_openvino
                   - file: doc/Nano/Howto/Inference/PyTorch/inference_optimizer_optimize
                   - file: doc/Nano/Howto/install_in_colab
                   - file: doc/Nano/Howto/windows_guide
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_jit_ipex.nblink b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_jit_ipex.nblink
new file mode 100644
index 00000000..a242e2c4
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/accelerate_pytorch_inference_jit_ipex.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/inference/pytorch/accelerate_pytorch_inference_jit_ipex.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_ipex.nblink b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_ipex.nblink
new file mode 100644
index 00000000..7f88781a
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_ipex.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/inference/pytorch/pytorch_save_and_load_ipex.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_jit.nblink b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_jit.nblink
new file mode 100644
index 00000000..0e47915a
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_jit.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/inference/pytorch/pytorch_save_and_load_jit.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_onnx.nblink b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_onnx.nblink
new file mode 100644
index 00000000..1777bb80
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_onnx.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/inference/pytorch/pytorch_save_and_load_onnx.ipynb"
+}
\ No newline at end of file
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_openvino.nblink b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_openvino.nblink
new file mode 100644
index 00000000..9b8b481d
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Inference/PyTorch/pytorch_save_and_load_openvino.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/inference/pytorch/pytorch_save_and_load_openvino.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 7d542dac..e7f74736 100644
--- a/docs/readthedocs/source/doc/Nano/Howto/index.rst
+++ b/docs/readthedocs/source/doc/Nano/Howto/index.rst
@@ -49,8 +49,13 @@ PyTorch
 
 * `How to accelerate a PyTorch inference pipeline through ONNXRuntime <Inference/PyTorch/accelerate_pytorch_inference_onnx.html>`_
 * `How to accelerate a PyTorch inference pipeline through OpenVINO <Inference/PyTorch/accelerate_pytorch_inference_openvino.html>`_
+* `How to accelerate a PyTorch inference pipeline through JIT/IPEX <Inference/PyTorch/accelerate_pytorch_inference_jit_ipex.html>`_
 * `How to quantize your PyTorch model for inference using Intel Neural Compressor <Inference/PyTorch/quantize_pytorch_inference_inc.html>`_
 * `How to quantize your PyTorch model for inference using OpenVINO Post-training Optimization Tools <Inference/PyTorch/quantize_pytorch_inference_pot.html>`_
+* `How to save and load optimized IPEX model <Inference/PyTorch/pytorch_save_and_load_ipex.html>`_
+* `How to save and load optimized JIT model <Inference/PyTorch/pytorch_save_and_load_jit.html>`_
+* `How to save and load optimized ONNXRuntime model <Inference/PyTorch/pytorch_save_and_load_onnx.html>`_
+* `How to save and load optimized OpenVINO model <Inference/PyTorch/pytorch_save_and_load_openvino.html>`_
 * `How to find accelerated method with minimal latency using InferenceOptimizer <Inference/PyTorch/inference_optimizer_optimize.html>`_
 
 Install