Latex macros in Jupyter (iPython) notebook not rendered by github

Question

I have a markdown cell in a Jupyter notebook (.ipynb) with the following content.

$\\newcommand{\\paren}[1]{\\left(#1\\right)}$
$\\paren{\\beta^2}$