None of this stuff is as difficult to understand as people claim it is once you work with it.
That said I do think it's a good habit to either write out abbreviations in full or link to say Wikipedia, eg for PCA[1]. It's a well-known tool but still if you come from a slightly different field it might not ring a bell.
[1]: https://en.wikipedia.org/wiki/Principal_component_analysis