[D] What type of servers are you all using for machine learning/AI training?

I work in a campus data center and was hoping to gain some insight from the community. We got a bit of budget recently and our mission statement is to scale up and out for more AI-related projects. I'm not the end user myself so forgive me if my grasp of the actual ins-and-outs are a bit iffy, but generally we want servers for faculty and students who want to engage in machine learning projects, NLP and LLM, AI training, …

ai training budget center community data data center end user insight machine machine learning machinelearning mission projects scale servers training type work