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all right welcome to the home stretch the last three types of the afternoon session next speaker is David cows from the University of Pittsburgh we'll be talking about visualizing structure based deep learning scoring functions for protein ligand interactions this fun fact is he ran the Pittsburgh marathon this year and hopes to make drug discovery just as easy so who here is run a marathon good yeah who's run a marathon so when I was running it the first smile or like god this hurts why am I doing this but by about mile 12 or 13 you know the pains overwhelmed your ability to think clearly and so it's okay and you just keep going so I feel there's a lot of analogies to drug discovery but anyway a lot of I'm going to talk about is in his paper it's published I have this habit of not talking about things that have been published and stop talking about them once they're published but this is actually published Josh's actually

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