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all right hi everyone Iamp;#39;m Flavio and together with my friend JP weamp;#39;re very excited to talk about some of the infrastructure elements they go into fine-tuning uh large language models such as metas Lama 2 on kubernetes with Argo workflows and Hera weamp;#39;ll do some quick intros again my name is Flavio Iamp;#39;m a Staff engineer at Dino Therapeutics a biotech company in Watertown Massachusetts where we focus on uh designing delivery mechanisms for Gene therapies and my name is JP zilich I am the CTO and co-founder of pip kit where we do uh expertise services with uh Argo and additionally provide a control plane on top of Argo workflows all right so doing a quick outline first weamp;#39;re going to talk about the motivation uh for this talk uh who itamp;#39;s for and what you should expect to get out of it then uh flab will do a bit of a walkthrough of uh what Foundation models are the process of fine-tuning and why you would be interested in fine tuning Iamp;#39;