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hi my name is Emily Weber Iamp;#39;m a machine learning specialist at Amazon Web Services and today weamp;#39;re gonna learn about feature engineering so if youamp;#39;ve ever wondered whatamp;#39;s the best way to wrangle your pandas dataframe whatamp;#39;s the best way to analyze the correlation in your data sets or maybe perform principal component analysis youamp;#39;ll want to check out this video this is your deep dive so first if you are following along if you have a stage maker notebook instance that is already launched I want you to do something I want you to resize that notebook instance right because the best way to launch a notebook instance initially is to start small and thatamp;#39;s because notebook instances are gonna be up for usually 8 plus hours a day and so you want to keep your cost down by selecting a smaller instance here weamp;#39;re gonna need slightly more processing right so this is uh this is a four step flow you need to click stop on that notebook