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hey guys youre watching Python tutorial videos on my youtube channel Python from across campus in this video lets learn a little bit about the bag of visual words and this is used for image classification and again this example is going to be image classification and not pixel segmentation so if you remember in the last few videos we talked about you know random forests and generating features and segmenting every pixel in microscope images or any image in general yeah so thats a semantic segmentation or pixel level segmentation so now we are trying to classify it you have a whole bunch of cat images you know dog images and youre trying to say okay these are cats and these are dogs so it doesnt matter at a pixel level whats happening when it comes to this application its basically okay what is the image try I mean belong to what class does the image belong to its a classic example for this for example in microscopy would be is this lets say is this a malarial infected cell or