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imagine being able to take a picture of an object and how a computer recognize what it is wouldnt that be crazy but it turns out that youre probably using image recognition even if you dont know it its the technology behind google lens where you can point your camera at an object and Google will tell you what it is and give you more information about it and its behind apples face ID which allows you to unlock your iPhone by just looking at it in the future itll also allow cars to drive by themselves because with image recognition they can now understand the world around them this is the sort of stuff that people were thought impossible fifteen years ago but now its here and available almost for free so the underlying technology behind this is a special type of deep neural network called a convolutional neural network convolutional neural networks or CN NS are used by most state-of-the-art systems today so before CN NS a popular approach to image recognition was using kernels so