Please follow below the steps:
mkdir MLoneAPI
cd MLoneAPI
source /glob/development-tools/versions/oneapi/2022.3.1/inteloneapi/setvars.sh
(it enables everything, whatever is needed, complete oneAPI environment is set)
conda activate base
pip install ipykernel
(it creates an additional kernel, that can be used for the jupyter notebook, this is mandatory, if not done, you cant use the enabled libraries, it may take bit of time)
python -m ipykernel install --user --name 2022.3.1 --display-name "oneAPI 2022.3.1"
(Let's enable ipykernel for the usage)