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in last video we looked at data collection for our image processing project in this video we are going to talk about data cleaning in any data science project majority of the time is gone in data cleaning process and you will see that in this process of project also will be spending docHub amount of time in cleaning our images because when we download our images from Internet the images might have a lot of issues now when you want to detect a person from that image just think about it like when I show a photo of a person how would you go about detecting that this person is X or Y majority of the time you will be using the face of a person now using the hide hands and legs you can tell about a person to some extent but your final decision of who that person is is mostly based on the face and we are going to use the same concept all the images that we downloaded from Google will first try to detect the face of the person sometimes face might be off start obstructed so we want to de