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youamp;#39;re going to want to watch all the way through this episode because we got tic tac we got the future we got parallelization weamp;#39;ve got machine learning what more could you want hey folks iamp;#39;m patch loss donamp;#39;t worry folks weamp;#39;re not really going to make a tick tock video although wouldnamp;#39;t that be really cool i think that would totally embarrass my kids thatamp;#39;s just the reason to do it isnamp;#39;t it anyway weamp;#39;re going to use the tick tock package to help us figure out how long it takes to do various iterations of a machine learning step using code from the microbe ml package if youamp;#39;ve been watching recent episodes you know that iamp;#39;ve been kind of slowly going through using the microph package to fit a l2 regularized logistic regression model to some data that my lab has previously published looking at the variation in gut microbiota and how that relates to whether or not somebody has colon cancer so we are l