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hey everybody hows it going i hope were doing well so today we have a sponsored video from labelflow which is known as the open platform for image labeling so image labeling is great for any computer vision application we need this stuff because in companies there it may be your own project you are trying to maybe uh find all the cats that are in an image or maybe a self-driving car is trying to find oh thats a thats a red light thats a green light thats a stop sign thats a person this is where theyre going and so this is very very important to have labeled all of this data because most of these applications work through supervised learning its the same thing like regression where you know we um were trying to predict the the y the continuous value y well this is thats the same thing here except maybe were trying to find okay uh this is a person here these are the x y uh coordinates of where they are its really the same type of thing just more complicated and so we need p