Unable to render latex equations in .md files on mkdocs with mathjax support

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I followed the instructions I could find online such as in this link or this post but I could not render latex formula within my mkdocs website. I also tried to download mathjax and install it locally but to no avail. I tried markdown extensions such as mdx_math or arithmatex.

When I host my website locally with mkdocs serve no errors appear so I don't know how to debug.

Since most of the tutorials I found seem to date a bit, is MathJax still the way to go ? I did not find any promising other solutions. And how can I obtain more details while debugging mkdocs ?

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It seems I can't access the sites for MathJax through my company's network. I ended up following the instructions given here Local mathjax with mkdocs to generate a single file for MathJax, it's the only thing that worked.