I went ahead and install Jupyter Notebook in my fastai cuda env and it worked
I changed directory to my fastai root, activated conda env, and install jupyter notebook there
cd ~/fastai
source activate fastai
conda install jupyter
conda env update
source deactivate
source activate fastai
jupyter notebook