diff --git a/docs/readthedocs/source/_toc.yml b/docs/readthedocs/source/_toc.yml
index 2f79ebf4..f25c83b7 100644
--- a/docs/readthedocs/source/_toc.yml
+++ b/docs/readthedocs/source/_toc.yml
@@ -110,8 +110,7 @@ subtrees:
                   - file: doc/Nano/Howto/Training/PyTorch/use_nano_decorator_pytorch_training
                   - 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/Inference/TensorFlow/accelerate_tensorflow_inference_onnx
-                  - file: doc/Nano/Howto/Inference/TensorFlow/accelerate_tensorflow_inference_openvino
+                  - file: doc/Nano/Howto/Training/TensorFlow/tensorflow_training_bf16
                   - file: doc/Nano/Howto/Training/General/choose_num_processes_training
                   - file: doc/Nano/Howto/Inference/OpenVINO/openvino_inference
                   - file: doc/Nano/Howto/Inference/OpenVINO/openvino_inference_async
@@ -127,6 +126,8 @@ subtrees:
                   - 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/Inference/TensorFlow/accelerate_tensorflow_inference_onnx
+                  - file: doc/Nano/Howto/Inference/TensorFlow/accelerate_tensorflow_inference_openvino
                   - file: doc/Nano/Howto/install_in_colab
                   - file: doc/Nano/Howto/windows_guide
             - file: doc/Nano/Overview/known_issues
diff --git a/docs/readthedocs/source/doc/Nano/Howto/Training/TensorFlow/tensorflow_training_bf16.nblink b/docs/readthedocs/source/doc/Nano/Howto/Training/TensorFlow/tensorflow_training_bf16.nblink
new file mode 100644
index 00000000..f1f97e74
--- /dev/null
+++ b/docs/readthedocs/source/doc/Nano/Howto/Training/TensorFlow/tensorflow_training_bf16.nblink
@@ -0,0 +1,3 @@
+{
+    "path": "../../../../../../../../python/nano/tutorial/notebook/training/tensorflow/tensorflow_training_bf16.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 2b8f9db3..27fb19af 100644
--- a/docs/readthedocs/source/doc/Nano/Howto/index.rst
+++ b/docs/readthedocs/source/doc/Nano/Howto/index.rst
@@ -30,6 +30,7 @@ TensorFlow
 ~~~~~~~~~~~~~~~~~~~~~~~~~
 * `How to accelerate a TensorFlow Keras application on training workloads through multiple instances <Training/TensorFlow/accelerate_tensorflow_training_multi_instance.html>`_
 * |tensorflow_training_embedding_sparseadam_link|_
+* `How to conduct BFloat16 Mixed Precision training in your TensorFlow application <Training/TensorFlow/tensorflow_training_bf16.html>`_
 
 .. |tensorflow_training_embedding_sparseadam_link| replace:: How to optimize your model with a sparse ``Embedding`` layer and ``SparseAdam`` optimizer
 .. _tensorflow_training_embedding_sparseadam_link: Training/TensorFlow/tensorflow_training_embedding_sparseadam.html