BASICS ABOUT CONVOLUTIONAL NEURAL NETWORK (CNN)
Hey guys. In the last post, I gave a brief idea about the neural network where I explained about the very basic idea about neural networks. Today I would discuss a particularly interesting subtopic of neural network - CNN. CNN is a breath-taking architecture (at least in my opinion) which is used to process visual information like images and videos. Have you ever wondered how does face recognition identify that it is you? It is through computer vision, a concept which is heavily backed by CNN. So let’s see how it works, shall we? Just think about it. How do you identify the number 8? Two circles on top of each other, right? What about a cat? If it has two eyes, four legs, fur and paws then it is most likely a cat. If you see it carefully, we are identifying different features inside an image. After analysing the features, we come to a conclusion about the object in the image. This is exactly what CNN does. It extracts features from the images and from its past experiences, it cla...