I found that Tensorflow 2.15 under python 3.9 not able to find my GPU. With nvcc
already installed and using mamba, the solution is quite easy
python3 -m pip install 'tensorflow[and-cuda]'
Or
pip install 'tensorflow[and-cuda]'
# with version
pip install 'tensorflow[and-cuda]==2.15.1'