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Insightforge | AI & Data Science on Instagram: "Convolutions work by applying a filter (or kernel) to a grid of numerical values - often an image or matrix - to detect and extract meaningful features or patterns. The process involves sliding the filter across the grid, performing element-wise multiplication between the filter and the overlapping section of the grid, then summing the results to produce a single output value at each position. As this filter moves across the data, it gradually tran
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Artificial Intelligence | AI on Instagram: "Follow for more @getintoai Convolutions are a key operation in Convolutional Neural Networks (CNNs), designed for tasks like image processing. A convolution slides a small matrix, called a kernel or filter, over an input (like an image) to extract features like edges or textures. The kernel performs element wise multiplication with portions of input, and the results are summed to produce a feature map. CNNs stack multiple layers of these convolutions,
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