Update pytorch/README.md

Co-authored-by: Tyler Titsworth <tyler.titsworth@intel.com>
Signed-off-by: Srikanth Ramakrishna  <srikanth.ramakrishna@intel.com>
Signed-off-by: Srikanth Ramakrishna <srikanth.ramakrishna@intel.com>

Author: sramakintel

pytorch/README.md

@@ -47,7 +47,7 @@ The images below additionally include [Jupyter Notebook](https://jupyter.org/) s
 
 | Tag(s)                | Pytorch  | IPEX          | Driver | Jupyter Port | Dockerfile      |
 | --------------------- | -------- | ------------- | ------ | ------------ | --------------- |
-| `2.3.110-xpu-pip-jupyter` | [torch-v2.3.1] | [v2.3.110+xpu] | [950]  | `8888`     | [v0.4.0-Beta]   |
+| `2.3.110-xpu-pip-jupyter` | [v2.3.1][torch-v2.3.1] | [v2.3.110+xpu] | [950]  | `8888`     | [v0.4.0-Beta]   |
 | `2.1.40-xpu-pip-jupyter` | [v2.1.0] | [v2.1.40+xpu] | [914]  | `8888`     | [v0.4.0-Beta]   |
 | `2.1.20-xpu-pip-jupyter` | [v2.1.0] | [v2.1.20+xpu] | [803]  | `8888`    | [v0.3.4]        |
 | `2.1.10-xpu-pip-jupyter` | [v2.1.0] | [v2.1.10+xpu] | [736]  | `8888`    | [v0.2.3]        |