Jupyter notebook not detecting my GPU

Havent been able to have jupyer notebook detect my GPU. IVe got the RTX 3060 with the following nvidia-smi:,
±----------------------------------------------------------------------------------------+
| NVIDIA-SMI 576.40 Driver Version: 576.40 CUDA Version: 12.9 |
|-----------------------------------------±-----------------------±---------------------+
| GPU Name Driver-Model | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+========================+======================|
| 0 NVIDIA GeForce RTX 3060 … WDDM | 00000000:01:00.0 Off | N/A |
| N/A 41C P8 9W / 65W | 0MiB / 6144MiB | 0% Default |
| | | N/A |

| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| No running processes found |
±----------------------------------------------------------------------------------------+

however the latest tf is not compatible with cuda 12.9, so I installed tf 2.15 and cuda 11.8 custom installation, with no new driver isntallation. Cuda is added to PATH pointing to the respective installation path.
I created a python enviroemnt 3.10 with tf 2.15 and when i open the notebook i select that kernel “(tf-env)”

There’s a post entitled ‘Jupyter Notebook not detecting GPU’. What in steps that are covered in the troubleshooting suggestions there have you tried? What do you see when you run the code in the first post?

Minor:
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