Comment by wall_words

If you want to generate LaTeX from Markdown, you can use Pandoc. Pandoc has various extensions to regular Markdown (including inline math, tables, etc.), so this gives you some flexibility when producing more complicated types of documents. In fact, Pandoc converts from Markdown to LaTeX to PDF when you choose PDF as the output format.