I haven't written any logs for a while. Past few days I started catching up on LLM technology, both for career and personal interest. Well mostly for career development. I read the transformer and gpt papers - very interesting actually. Later on I may start get hands dirty building the gpt2 toy model from scratch. Or before that I may dig deeper into the transformer implementation. For career benefit I probably should stay on the optimization side, rather than modeling. From optimization point of view, the knowledge is transferrable between llm and recommendation - NLP in different domains. It's still useful to get familiar with the ML and modeling side, as it's important to understand how the business domain is modelled and represented - both LLM and recommendation, and maybe multi-media GenAI (far fetched). I'll probably focus mostly in NLP. On the side of optimization, probably invest time into lower level linear algebra things and GPU programming. Then connect here with the transformer technology. *** On the life side, I'm not any better than previously. Life calmed down a bit. Or more accurately, I'm tired of getting bothered. There were terbulant days, still hard and exhausting. I'm getting old. I feel sad when thinking about it.