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thank you so much for being here weamp;#39;re really excited about the talk we have today um and we also want to thank the conference organiz organizers this has been really really awesome so far um and today weamp;#39;re going to be talking about artificial intelligence Iamp;#39;m sure youamp;#39;ve never heard of it um just kidding weamp;#39;ve all heard a lot a lot about it but weamp;#39;re going to be going Beyond these generous generous large language models to talk about how we can fine-tune them and specialize them to improve their accuracy transparency and make them work best for our use cases and weamp;#39;re going to do that with this awesome open source project called instruct lab and instruct lab is going to allow all of us to be able to tune models without needing to be data scientist with high levels of expertise because we can do this all from our laptop um so my name is lri Harrison Iamp;#39;m a developer advocate here at red hat and Iamp;#39;m and Iamp;#39;m