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so this is the first in a series of videos that im going to be recording on um just some metrics around data sets so i think a common question i hear is i produce a data set how do i tell if its too diverse not diverse enough how do i just sort of understand what my data set has in it so i think its a really great question and honestly a big challenge in one that ive seen like little bits of tools here and there to sort of help with it so im going to show a couple things that ive used in the past or that ive seen other people have used and were going to work from those so this is a demo of a notebook on feature extraction and reverse image search its actually from gene cogan and his amazing machine learning for artists guides and tutorials so im not really doing anything unique here im just basically going to walk you through how to use uh jeans notebook um so you know all the credit here goes to gene um but ill just sort of show you how this works so um all i updated a l