What is Convolution
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What is Convolution
Convolution plays a pivotal role in signal processing, allowing us to extract valuable information and uncover hidden patterns in various signals, ranging from audio and images to seismic data and beyond. But what is convolution and how does it work? For a comprehensive and visually intuitive exploration of the Fourier Transform and its ...
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A Physicist’s blog on Instagram: "In a neural network, convolution is a process used to extract features from an image, and it plays a key role in recognizing objects like the digit “6.” When an image (such as a handwritten digit in a scanned paragraph) is passed into a convolutional neural network (CNN), small filters (also called kernels) slide over the image, performing a mathematical operation that emphasizes certain patterns like edges, curves, or loops — features that are common in a “6.”
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