diff --git a/docs/install/3rd-party/pytorch-install.rst b/docs/install/3rd-party/pytorch-install.rst
index 6ba56000..c02ea3a9 100644
--- a/docs/install/3rd-party/pytorch-install.rst
+++ b/docs/install/3rd-party/pytorch-install.rst
@@ -80,10 +80,6 @@ should perform as tested and mitigate potential installation issues. See
 
        This will automatically download the image if it does not exist on the host. You can also pass the ``-v`` argument to mount any data directories from the host onto the container.
 
-.. |hr| raw:: html
-
-   <hr>
-
 .. _pytorch-docker-support:
 
 Docker image support
@@ -95,198 +91,240 @@ validated for ROCm 6.2.
 
 .. tab-set::
 
-   .. tab-item:: Ubuntu 22.04
-
-      Tag
-        `rocm/pytorch:rocm6.2.1_ubuntu22.04_py3.10_pytorch_release_2.1.2 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu22.04_py3.10_pytorch_release_2.1.2/images/sha256-1a497364d1541ca4ff97dcd69ffb49b3ad0d82d73bba90095089002e3a8a64a2>`_
-
-      Inventory
-        * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
-        * `Python 3.10 <https://www.python.org/downloads/release/python-31013/>`_
-        * `PyTorch 2.1.2 <https://github.com/ROCm/pytorch/tree/release/2.1>`_
-        * `Apex 1.1.0 <https://github.com/ROCm/apex/tree/release/1.1.0>`_
-        * `torchvision 0.16.1 <https://github.com/pytorch/vision/tree/release/0.16>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
-        * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu22.04_py3.10_pytorch_release_2.3.0 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu22.04_py3.10_pytorch_release_2.3.0/images/sha256-931d3e3dcebe6c6fab84adf16cfca3e1d1449100df7c881a46fccd06f6c9bc1c>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.10 <https://www.python.org/downloads/release/python-31013/>`_
-        * `PyTorch 2.3.0 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
-        * `Apex 1.3.0 <https://github.com/ROCm/apex/tree/release/1.3.0>`_
-        * `torchvision 0.18.0 <https://github.com/pytorch/vision/tree/v0.18.0>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
-        * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu22.04_py3.9_pytorch_release_2.2.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu22.04_py3.9_pytorch_release_2.2.1/images/sha256-86b214d2e4b380c3a6fdc8e161d5cc0a154a567880a2377f636ebf80611dfff7>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 2.2.1 <https://github.com/ROCm/pytorch/tree/release/2.2>`_
-        * `Apex 1.2.0 <https://github.com/ROCm/apex/tree/release/1.2.0>`_
-        * `torchvision 0.17.1 <https://github.com/pytorch/vision/tree/v0.17.1>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
-        * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu22.04_py3.9_pytorch_1.13.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu22.04_py3.9_pytorch_release_1.13.1/images/sha256-fe417e67704625038ed782bf48ac892a1451721d86eef5f8b28b5fe16d320e0d>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 1.13.1 <https://github.com/ROCm/pytorch/tree/release/1.13>`_
-        * `Apex 1.0.0 <https://github.com/ROCm/apex/tree/release/1.0.0>`_
-        * `torchvision 0.14.0 <https://github.com/pytorch/vision/tree/v0.14.0>`_
-        * `TensorBoard 2.17.0 <https://github.com/tensorflow/tensorboard/tree/2.17>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
-        * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-   .. tab-item:: Ubuntu 20.04
-
-      Tag
-        `rocm/pytorch:rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.3.0 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.3.0/images/sha256-8ffc2fcde77c54800057b385bc95f1481fc5300dccff192afa865b29a5d00201>`_ (`latest <https://hub.docker.com/layers/rocm/pytorch/latest/images/sha256-63f46c1bd0db29c74238efa72778b4fabc614e180b8e9e3bcf8d457d9b34b610>`_)
-
-        .. note::
-
-           As of ROCm 6.2.1, ``rocm/pytorch:latest`` points to a Docker image with the latest ROCm tested
-           release version of PyTorch (for example, version 2.3), similar to ``rocm/pytorch:latest-release`` tag. See
-           :ref:`Using a Docker image with PyTorch pre-installed <pytorch-docker-latest-note>` for more information.
-
-      Inventory
-        * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 2.3.0 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
-        * `Apex 1.3.0 <https://github.com/ROCm/apex/tree/release/1.3.0>`_
-        * `torchvision 0.18.0 <https://github.com/pytorch/vision/tree/v0.18.0>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.1 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.2.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.2.1/images/sha256-b655f032e13fa05051b7e447b83735be88dd8286888d7d242d0337106bae1547>`_
-
-      Inventory
-        * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 2.2.1 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
-        * `Apex 1.2.0 <https://github.com/ROCm/apex/tree/release/1.2.0>`_
-        * `torchvision 0.17.1 <https://github.com/pytorch/vision/tree/v0.17.1>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.1 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_1.13.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_1.13.1/images/sha256-eed24dd5534d996155e646f69e61181c8f63ecf02d100a98c657936849756c6b>`_
-
-      Inventory
-        * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 1.13.1 <https://github.com/ROCm/pytorch/tree/release/1.13>`_
-        * `Apex 1.0.0 <https://github.com/ROCm/apex/tree/release/1.0.0>`_
-        * `torchvision 0.14.0 <https://github.com/pytorch/vision/tree/v0.14.0>`_
-        * `TensorBoard 2.17.0 <https://github.com/tensorflow/tensorboard/tree/2.17.0>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.3.0 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.3.0/images/sha256-a1b2be0e705b02c25a3cf7fdaa991afea68deaebcafa58ef1872ce961713617c>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 2.3.0 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
-        * `Apex 1.3.0 <https://github.com/ROCm/apex/tree/release/1.3.0>`_
-        * `torchvision 0.18.0 <https://github.com/pytorch/vision/tree/v0.18.0>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.1 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_2.2.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.2.1/images/sha256-83ee72d83356c36df640133d088189f16c8f119ec9c6569a873dfaa8de161f01>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 2.2.1 <https://github.com/ROCm/pytorch/tree/release/2.2>`_
-        * `Apex 1.2.0 <https://github.com/ROCm/apex/tree/release/1.2.0>`_
-        * `torchvision 0.17.1 <https://github.com/pytorch/vision/tree/v0.17.1>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.1.2 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.1.2/images/sha256-58186da550e3d83c5b598ce0c1f581206eabd82c85bd77d22b34f5695d749762>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 2.1.2 <https://github.com/ROCm/pytorch/tree/release/2.1>`_
-        * `Apex 1.1.0 <https://github.com/ROCm/apex/tree/release/1.1.0>`_
-        * `torchvision 0.16.1 <https://github.com/pytorch/vision/tree/release/0.16>`_
-        * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
-
-      |hr|
-
-      Tag
-        `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_1.13.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_1.13.1/images/sha256-9338a4fb9cac31fa25f1c7c8907e6ab1bbf8b57f4e04b7af2ae4dbf7c7d36dae>`_
-
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `PyTorch 1.13.1 <https://github.com/ROCm/pytorch/tree/release/1.13>`_
-        * `Apex 1.0.0 <https://github.com/ROCm/apex/tree/release/1.0.0>`_
-        * `torchvision 0.14.0 <https://github.com/pytorch/vision/tree/v0.14.0>`_
-        * `TensorBoard 2.17.0 <https://github.com/tensorflow/tensorboard/tree/2.17.0>`_
-        * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
-        * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
-        * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
-        * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+   .. tab-item:: ROCm 6.2.1
+
+      .. tab-set::
+
+         .. tab-item:: PyTorch 2.3.0
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.3.0 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.3.0/images/sha256-8ffc2fcde77c54800057b385bc95f1481fc5300dccff192afa865b29a5d00201>`_ (`latest <https://hub.docker.com/layers/rocm/pytorch/latest/images/sha256-63f46c1bd0db29c74238efa72778b4fabc614e180b8e9e3bcf8d457d9b34b610>`_)
+
+                    .. note::
+
+                       As of ROCm 6.2.1, ``rocm/pytorch:latest`` points to a Docker image with the latest ROCm tested
+                       release version of PyTorch (for example, version 2.3), similar to ``rocm/pytorch:latest-release`` tag. See
+                       :ref:`Using a Docker image with PyTorch pre-installed <pytorch-docker-latest-note>` for more information.
+
+                  Inventory
+                    * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 2.3.0 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
+                    * `Apex 1.3.0 <https://github.com/ROCm/apex/tree/release/1.3.0>`_
+                    * `torchvision 0.18.0 <https://github.com/pytorch/vision/tree/v0.18.0>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.1 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+         .. tab-item:: PyTorch 2.2.1
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.2.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_2.2.1/images/sha256-b655f032e13fa05051b7e447b83735be88dd8286888d7d242d0337106bae1547>`_
+
+                  Inventory
+                    * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 2.2.1 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
+                    * `Apex 1.2.0 <https://github.com/ROCm/apex/tree/release/1.2.0>`_
+                    * `torchvision 0.17.1 <https://github.com/pytorch/vision/tree/v0.17.1>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.1 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+         .. tab-item:: PyTorch 2.1.2
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 22.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2.1_ubuntu22.04_py3.10_pytorch_release_2.1.2 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu22.04_py3.10_pytorch_release_2.1.2/images/sha256-1a497364d1541ca4ff97dcd69ffb49b3ad0d82d73bba90095089002e3a8a64a2>`_
+
+                  Inventory
+                    * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
+                    * `Python 3.10 <https://www.python.org/downloads/release/python-31013/>`_
+                    * `PyTorch 2.1.2 <https://github.com/ROCm/pytorch/tree/release/2.1>`_
+                    * `Apex 1.1.0 <https://github.com/ROCm/apex/tree/release/1.1.0>`_
+                    * `torchvision 0.16.1 <https://github.com/pytorch/vision/tree/release/0.16>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
+                    * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+         .. tab-item:: PyTorch 1.13.1
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_1.13.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2.1_ubuntu20.04_py3.9_pytorch_release_1.13.1/images/sha256-eed24dd5534d996155e646f69e61181c8f63ecf02d100a98c657936849756c6b>`_
+
+                  Inventory
+                    * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 1.13.1 <https://github.com/ROCm/pytorch/tree/release/1.13>`_
+                    * `Apex 1.0.0 <https://github.com/ROCm/apex/tree/release/1.0.0>`_
+                    * `torchvision 0.14.0 <https://github.com/pytorch/vision/tree/v0.14.0>`_
+                    * `TensorBoard 2.17.0 <https://github.com/tensorflow/tensorboard/tree/2.17.0>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+
+   .. tab-item:: ROCm 6.2.0
+
+      .. tab-set::
+
+         .. tab-item:: PyTorch 2.3.0
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 22.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu22.04_py3.10_pytorch_release_2.3.0 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu22.04_py3.10_pytorch_release_2.3.0/images/sha256-931d3e3dcebe6c6fab84adf16cfca3e1d1449100df7c881a46fccd06f6c9bc1c>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.10 <https://www.python.org/downloads/release/python-31013/>`_
+                    * `PyTorch 2.3.0 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
+                    * `Apex 1.3.0 <https://github.com/ROCm/apex/tree/release/1.3.0>`_
+                    * `torchvision 0.18.0 <https://github.com/pytorch/vision/tree/v0.18.0>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
+                    * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.3.0 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.3.0/images/sha256-a1b2be0e705b02c25a3cf7fdaa991afea68deaebcafa58ef1872ce961713617c>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 2.3.0 <https://github.com/ROCm/pytorch/tree/release/2.3>`_
+                    * `Apex 1.3.0 <https://github.com/ROCm/apex/tree/release/1.3.0>`_
+                    * `torchvision 0.18.0 <https://github.com/pytorch/vision/tree/v0.18.0>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.1 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+         .. tab-item:: PyTorch 2.2.1
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 22.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu22.04_py3.9_pytorch_release_2.2.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu22.04_py3.9_pytorch_release_2.2.1/images/sha256-86b214d2e4b380c3a6fdc8e161d5cc0a154a567880a2377f636ebf80611dfff7>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 2.2.1 <https://github.com/ROCm/pytorch/tree/release/2.2>`_
+                    * `Apex 1.2.0 <https://github.com/ROCm/apex/tree/release/1.2.0>`_
+                    * `torchvision 0.17.1 <https://github.com/pytorch/vision/tree/v0.17.1>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
+                    * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_2.2.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.2.1/images/sha256-83ee72d83356c36df640133d088189f16c8f119ec9c6569a873dfaa8de161f01>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 2.2.1 <https://github.com/ROCm/pytorch/tree/release/2.2>`_
+                    * `Apex 1.2.0 <https://github.com/ROCm/apex/tree/release/1.2.0>`_
+                    * `torchvision 0.17.1 <https://github.com/pytorch/vision/tree/v0.17.1>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+         .. tab-item:: PyTorch 2.1.2
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.1.2 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_2.1.2/images/sha256-58186da550e3d83c5b598ce0c1f581206eabd82c85bd77d22b34f5695d749762>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 2.1.2 <https://github.com/ROCm/pytorch/tree/release/2.1>`_
+                    * `Apex 1.1.0 <https://github.com/ROCm/apex/tree/release/1.1.0>`_
+                    * `torchvision 0.16.1 <https://github.com/pytorch/vision/tree/release/0.16>`_
+                    * `TensorBoard 2.13.0 <https://github.com/tensorflow/tensorboard/tree/2.13>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+         .. tab-item:: PyTorch 1.13.1
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 22.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu22.04_py3.9_pytorch_1.13.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu22.04_py3.9_pytorch_release_1.13.1/images/sha256-fe417e67704625038ed782bf48ac892a1451721d86eef5f8b28b5fe16d320e0d>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 1.13.1 <https://github.com/ROCm/pytorch/tree/release/1.13>`_
+                    * `Apex 1.0.0 <https://github.com/ROCm/apex/tree/release/1.0.0>`_
+                    * `torchvision 0.14.0 <https://github.com/pytorch/vision/tree/v0.14.0>`_
+                    * `TensorBoard 2.17.0 <https://github.com/tensorflow/tensorboard/tree/2.17>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.14.1 <https://github.com/openucx/ucx/tree/v1.14.1>`_
+                    * `OMPI 4.1.5 <https://github.com/open-mpi/ompi/tree/v4.1.5>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
+
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/pytorch:rocm6.2_ubuntu20.04_py3.9_pytorch_1.13.1 <https://hub.docker.com/layers/rocm/pytorch/rocm6.2_ubuntu20.04_py3.9_pytorch_release_1.13.1/images/sha256-9338a4fb9cac31fa25f1c7c8907e6ab1bbf8b57f4e04b7af2ae4dbf7c7d36dae>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `PyTorch 1.13.1 <https://github.com/ROCm/pytorch/tree/release/1.13>`_
+                    * `Apex 1.0.0 <https://github.com/ROCm/apex/tree/release/1.0.0>`_
+                    * `torchvision 0.14.0 <https://github.com/pytorch/vision/tree/v0.14.0>`_
+                    * `TensorBoard 2.17.0 <https://github.com/tensorflow/tensorboard/tree/2.17.0>`_
+                    * `MAGMA <https://bitbucket.org/icl/magma/src/master/>`_
+                    * `UCX 1.10.0 <https://github.com/openucx/ucx/tree/v1.10.0>`_
+                    * `OMPI 4.0.3 <https://github.com/open-mpi/ompi/tree/v4.0.3>`_
+                    * `OFED 5.4.3 <https://content.mellanox.com/ofed/MLNX_OFED-5.3-1.0.5.0/MLNX_OFED_LINUX-5.3-1.0.5.0-ubuntu20.04-x86_64.tgz>`_
 
 .. _install_pytorch_wheels:
 .. _using-wheels-package:
@@ -367,12 +405,12 @@ wheels command, you must select **Linux**, **Python**, **pip**, and **ROCm** in
 
    .. note::
 
-       The following command uses the ROCm 6.3 PyTorch wheel. If you want a different version of ROCm,
+       The following command uses the ROCm 6.2 PyTorch wheel. If you want a different version of ROCm,
        modify the command accordingly.
 
    .. code-block:: bash
 
-       pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.3/
+       pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/rocm6.2/
 
 4. (Optional) Use MIOpen kdb files with ROCm PyTorch wheels.
 
@@ -396,11 +434,11 @@ wheels command, you must select **Linux**, **Python**, **pip**, and **ROCm** in
 
    .. code-block:: bash
 
-       #Optional: replace 'gfx90a' with your architecture and 6.3 with your preferred ROCm version
+       #Optional: replace 'gfx90a' with your architecture and 6.2 with your preferred ROCm version
        export GFX_ARCH=gfx90a
 
        #Optional
-       export ROCM_VERSION=6.3
+       export ROCM_VERSION=6.2
 
        ./install_kdb_files_for_pytorch_wheels.sh
 
@@ -523,7 +561,7 @@ maintainers and installs all the required dependencies, including:
    Where:
 
    * ``<os-version>`` = ``ubuntu20.04`` (or ``focal``), ``ubuntu22.04`` (or ``jammy``)
-   * ``<rocm-version>`` = ``6.0``, ``6.1``, ``6.2``, ``6.3``
+   * ``<rocm-version>`` = ``6.0``, ``6.1``, ``6.2``
    * ``<python-version>`` = ``3.8`` - ``3.11``
 
    To verify that your image was successfully created, run:
diff --git a/docs/install/3rd-party/tensorflow-install.rst b/docs/install/3rd-party/tensorflow-install.rst
index d2276d7c..6a7af539 100644
--- a/docs/install/3rd-party/tensorflow-install.rst
+++ b/docs/install/3rd-party/tensorflow-install.rst
@@ -90,104 +90,136 @@ validated for ROCm 6.2.
 
 .. tab-set::
 
-   .. tab-item:: Ubuntu 20.04
+   .. tab-item:: ROCm 6.2.1
 
-      Tag
-        `rocm/tensorflow:rocm6.2.1-py3.9-tf2.16.1-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2.1-py3.9-tf2.16.1-dev/images/sha256-55b5f75180cc8be17d6d5d4fab0f35f2f20d240ca9c4c6828af18cf81bba68c6>`_ (`latest <https://hub.docker.com/layers/rocm/tensorflow/latest/images/sha256-3d5ba86a2cc3b6a4c2e160f6bffc7c5503e14e2fbb8d9712bc70ec8708f72d8c>`_)
+      .. tab-set::
 
-      Inventory
-        * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.16.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.16.2 <https://github.com/tensorflow/tensorboard/tree/2.16.2>`_
+         .. tab-item:: TensorFlow 2.16.1
 
-      |hr|
+            .. tab-set::
 
-      Tag
-        `rocm/tensorflow:rocm6.2.1-py3.9-tf2.15.1-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2.1-py3.9-tf2.15.1-dev/images/sha256-c2feef869374f8eccfad77d210457160a3019df6b15ffc226c27acddb5d03462>`_
+               .. tab-item:: Ubuntu 20.04
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.15.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.15.2 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+                  Tag
+                    `rocm/tensorflow:rocm6.2.1-py3.9-tf2.16.1-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2.1-py3.9-tf2.16.1-dev/images/sha256-55b5f75180cc8be17d6d5d4fab0f35f2f20d240ca9c4c6828af18cf81bba68c6>`_ (`latest <https://hub.docker.com/layers/rocm/tensorflow/latest/images/sha256-3d5ba86a2cc3b6a4c2e160f6bffc7c5503e14e2fbb8d9712bc70ec8708f72d8c>`_)
 
-      |hr|
+                  Inventory
+                    * `ROCm 6.2.1 <https://repo.radeon.com/rocm/apt/6.2.1/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.16.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.16.2 <https://github.com/tensorflow/tensorboard/tree/2.16.2>`_
 
-      Tag
-        `rocm/tensorflow:rocm6.2.1-py3.9-tf2.14.1-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2.1-py3.9-tf2.14.1-dev/images/sha256-99f8560aea6d4cd7bc030c0f7e32651abbaf5f118e1aa119288b3eace1421659>`_
+         .. tab-item:: TensorFlow 2.15.1
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.14.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.14.1 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+            .. tab-set::
 
-      |hr|
+               .. tab-item:: Ubuntu 20.04
 
-      Tag
-        `rocm/tensorflow:rocm6.2-py3.9-tf2.16-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.16-dev/images/sha256-dcdeafe0dcb5b5160c7ab7ef860dc29a95f2d2dd691946497ab6fb549cde8497>`_
+                  Tag
+                    `rocm/tensorflow:rocm6.2.1-py3.9-tf2.15.1-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2.1-py3.9-tf2.15.1-dev/images/sha256-c2feef869374f8eccfad77d210457160a3019df6b15ffc226c27acddb5d03462>`_
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.16.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.16.2 <https://github.com/tensorflow/tensorboard/tree/2.16.2>`_
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.15.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.15.2 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
 
-      |hr|
+         .. tab-item:: TensorFlow 2.14.1
 
-      Tag
-        `rocm/tensorflow:rocm6.2-py3.9-tf2.16-runtime <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.16-runtime/images/sha256-ea1f05be5f618111ad0edbf25458fc96e02bc596859cf8c7ddbbf7c797fa22b3>`_
+            .. tab-set::
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.16.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.16.2 <https://github.com/tensorflow/tensorboard/tree/2.16.2>`_
+               .. tab-item:: Ubuntu 20.04
 
-      |hr|
+                  Tag
+                    `rocm/tensorflow:rocm6.2.1-py3.9-tf2.14.1-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2.1-py3.9-tf2.14.1-dev/images/sha256-99f8560aea6d4cd7bc030c0f7e32651abbaf5f118e1aa119288b3eace1421659>`_
 
-      Tag
-        `rocm/tensorflow:rocm6.2-py3.9-tf2.15-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.15-dev/images/sha256-1a28f5735a719e2a6ef076523ce76fa308663ad12f0b5530666468a2b775666f>`_
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.14.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.14.1 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.15.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.15.2 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+   .. tab-item:: ROCm 6.2.0
 
-      |hr|
+      .. tab-set::
 
-      Tag
-        `rocm/tensorflow:rocm6.2-py3.9-tf2.15-runtime <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.15-runtime/images/sha256-81ef38ce067666ab2a4ba3cff8f5803f8596b4d7395169b4f0e2946ba2a403f6>`_
+         .. tab-item:: TensorFlow 2.16.1
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.15.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.15.2 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+            .. tab-set::
 
-      |hr|
+               .. tab-item:: Ubuntu 20.04
 
-      Tag
-        `rocm/tensorflow:rocm6.2-py3.9-tf2.14-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.14-dev/images/sha256-ad1fbaed5b9f2085d2716468147aca8d390e0e99470960e7b8f7e11d0286e80f>`_
+                  Tag
+                    `rocm/tensorflow:rocm6.2-py3.9-tf2.16-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.16-dev/images/sha256-dcdeafe0dcb5b5160c7ab7ef860dc29a95f2d2dd691946497ab6fb549cde8497>`_
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.14.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.14.1 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.16.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.16.2 <https://github.com/tensorflow/tensorboard/tree/2.16.2>`_
 
-      |hr|
+                  |hr|
 
-      Tag
-        `rocm/tensorflow:rocm6.2-py3.9-tf2.14-runtime <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.14-runtime/images/sha256-ed0ca0548ba140253e23ef683440e144e90e309e26d208ad2a84b5d6d5ddd95a>`_
+                  Tag
+                    `rocm/tensorflow:rocm6.2-py3.9-tf2.16-runtime <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.16-runtime/images/sha256-ea1f05be5f618111ad0edbf25458fc96e02bc596859cf8c7ddbbf7c797fa22b3>`_
 
-      Inventory
-        * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
-        * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
-        * `tensorflow-rocm 2.14.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
-        * `TensorBoard 2.14.1 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.16.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.16.2 <https://github.com/tensorflow/tensorboard/tree/2.16.2>`_
+
+         .. tab-item:: TensorFlow 2.15.1
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/tensorflow:rocm6.2-py3.9-tf2.15-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.15-dev/images/sha256-1a28f5735a719e2a6ef076523ce76fa308663ad12f0b5530666468a2b775666f>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.15.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.15.2 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+
+                  |hr|
+
+                  Tag
+                    `rocm/tensorflow:rocm6.2-py3.9-tf2.15-runtime <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.15-runtime/images/sha256-81ef38ce067666ab2a4ba3cff8f5803f8596b4d7395169b4f0e2946ba2a403f6>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.15.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.15.2 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+
+         .. tab-item:: TensorFlow 2.14.1
+
+            .. tab-set::
+
+               .. tab-item:: Ubuntu 20.04
+
+                  Tag
+                    `rocm/tensorflow:rocm6.2-py3.9-tf2.14-dev <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.14-dev/images/sha256-ad1fbaed5b9f2085d2716468147aca8d390e0e99470960e7b8f7e11d0286e80f>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.14.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.14.1 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
+
+                  |hr|
+
+                  Tag
+                    `rocm/tensorflow:rocm6.2-py3.9-tf2.14-runtime <https://hub.docker.com/layers/rocm/tensorflow/rocm6.2-py3.9-tf2.14-runtime/images/sha256-ed0ca0548ba140253e23ef683440e144e90e309e26d208ad2a84b5d6d5ddd95a>`_
+
+                  Inventory
+                    * `ROCm 6.2 <https://repo.radeon.com/rocm/apt/6.2/>`_
+                    * `Python 3.9 <https://www.python.org/downloads/release/python-3918/>`_
+                    * `tensorflow-rocm 2.14.1 <https://repo.radeon.com/rocm/manylinux/rocm-rel-6.2/>`_
+                    * `TensorBoard 2.14.1 <https://github.com/tensorflow/tensorboard/tree/2.15.2>`_
 
 .. _install-tensorflow-wheels:
 
diff --git a/docs/sphinx/requirements.txt b/docs/sphinx/requirements.txt
index fc5f57db..81d179f5 100644
--- a/docs/sphinx/requirements.txt
+++ b/docs/sphinx/requirements.txt
@@ -28,7 +28,7 @@ charset-normalizer==3.4.0
     # via requests
 click==8.1.7
     # via sphinx-external-toc
-cryptography==43.0.3
+cryptography==44.0.0
     # via pyjwt
 defusedxml==0.7.1
     # via sphinxcontrib-datatemplates
@@ -41,7 +41,7 @@ docutils==0.21.2
     #   pydata-sphinx-theme
     #   sphinx
     #   sphinx-substitution-extensions
-fastjsonschema==2.20.0
+fastjsonschema==2.21.1
     # via rocm-docs-core
 gitdb==4.0.11
     # via gitpython
@@ -82,7 +82,7 @@ pygments==2.18.0
     #   accessible-pygments
     #   pydata-sphinx-theme
     #   sphinx
-pyjwt[crypto]==2.10.0
+pyjwt[crypto]==2.10.1
     # via pygithub
 pynacl==1.5.0
     # via pygithub
@@ -146,7 +146,7 @@ sphinxcontrib-runcmd==0.2.0
     # via sphinxcontrib-datatemplates
 sphinxcontrib-serializinghtml==2.0.0
     # via sphinx
-tomli==2.1.0
+tomli==2.2.1
     # via sphinx
 typing-extensions==4.12.2
     # via