LLM class: working on the SOTA gets you more exposed to its limitations and research problems/startup ideas you can take on. also sounds like a more applied class, gets you practice w/ system deisgn under uncertainty
NLP: only if you want to align yourself with an NLP prof for research/grad school
NLP: only if you want to align yourself with an NLP prof for research/grad school