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I work in the field. Generally, jobs that include AI development generally require advanced degrees and the vast majority require a PhD with peer reviewed publications in major conferences. You will be fighting an uphill battle if you don't have an advanced degree in mathematics or computer science. You also need to know calculus, linear algebra and statistics to understand how modern machine learning models work.
In short, while online courses can be perfectly effective, unless they're through an accredited higher education institution, I don't think it will help you compete with other applicants who have 8+ years of schooling and published papers.
That being said, Georgia Tech and the City University of New York both offer master's degrees in data science via remote master's programs where the courses happen after work hours and are meant to be completed while working full-time.
Could one take these Master's online courses if their Bachelor's major was in a completely unrelated field? Well, I did hear that my Linguistics degree could he used for NLP but it's still not a direct path.
Yeah. the CUNY one is definitely meant for career switching, but the Georgia tech one will probably expect you to know the math fields listed above as it is fairly competitive. Though, I know someone with an Economics bachelors who did quite well in the CUNY program. They even offer an introductory course for people with 0 programming experience. I really do think it would a good fit, given your background. Link here. A head's up though-- graduate degrees will require more independent work than undergraduate did. Like, course meetings were less lectures explaining new content and more answering specific questions after you learn the content on your own. I was expected to have completed the homework before the topic was covered in class (though it wasn't graded for correctness). I would say that's the categorical difference with advanced degrees.
I'd spend some time on Khan Academy to brush up/catch up on the basic math concepts. That's where I learned those topics.
I know you asked for some kind of personal interaction, but that content is the gold standard for math education. You can always ping me if you have specific questions and I'll do my best to respond.
Thanks a lot! I appreciate the effort you've put into the responses. In general, what concepts would you expect an entry level NLP job to require to know from its applicants? I think I'll stick to learning on my own with an occasional tutor/coach down the line.