It has been > 6 months since the release of Ubuntu 18.04 LTS.

Modify tutorial to remove warnings.

The old 'toolchain' package has been removed from the conda-forge
channel, and the 'gcc' package has no builds for Linux (several
non-authoratative sources say that it is "deprecated"), and it
seems that the toolchain3 package provides the necessary compilers