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hello friends welcome to our channel knowledge amplifier so in my this particular video i am going to discuss one very important and frequently used feature extraction technique from images okay for implementing uh image classification or something of that kind in machine learning projects okay so that is local binary pattern very important feature expression technique right so whenever you train any deep learning model that time you no need to extract features and train your model deep learning model internally will do that for you but when youamp;#39;re using machine learning model that time you need to give the features not directly image right so how this local binary pattern feature extraction works let me discuss consider this three cross three window present in my image okay grayscale image okay so now consider the central pixel with respect to this central pixel we will basically apply thresholding for all other neighboring pixel okay so see central pixel intensity is what eig