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um its my privilege to introduce todays grand round speaker dr song lee um dr lee completed his medical education at dartmouth followed by internal medicine training at emory and then cardiology and subspecialty training here suffice it to say that dr lee has been incredibly productive during his time here and amongst his recent accolades um he won the top asylum cardiac paper last year as well as the top downloaded paper in esc heart failure so hes going to talk to us about something really avant-garde and potentially exciting and that is a new way of looking at data via machine learning mechanisms in heart failure so dr lee thank you dr ma for that introduction um today i am very excited to talk to you all about machine learning in heart failure and we will get started so here are my disclosures and you know i thought that this talk might interest you if youve ever had the following thoughts one um what is machine learning i see machine learning papers coming out every week in c