You need to manually add kernels for each environment in the following way: automatically, see https://github.com/Anaconda-Platform/nb_conda_kernels . To use python 3.6 in a Jupyter notebook, you can run jupyter from within the python versions installed in each envs and it doesn't install jupyter notebook again..