AI | Machine Learning | Tech on Instagram: "In convolutional neural networks (CNNs), filters can be visualized as 3D blocks that slide across the input data. For example, if the input has 3 channels (such as an RGB image), a filter could be a 3x3x3 block (a 3x3 filter that spans the depth of 3 channels). As the filter moves, it performs element-wise multiplication with the input values across all channels and sums the results to produce a single value in the output feature map. Each filter learn
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AI | Machine Learning | Tech on Instagram: "In convolutional neur…
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AI • Machine Learning • Tech on Instagram: "AlexNet’s convolutional blocks learn hierarchical feature detectors that become increasingly abstract as data flows deeper through the network. Early convolutional layers respond to simple patterns such as edges and color contrasts, while deeper layers activate strongly for more complex, class-specific structures—for example, facial contours or object parts. We can visualize these internal responses by forwarding an input image through the network and
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AI • Machine Learning • Tech on Instagram: "AlexNet’s convolution…
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Artificial Intelligence | AI on Instagram: "A convolutional layer works by applying small, learnable filters (also called kernels) across the input image (or the previous layer’s output). Think of a filter as a tiny grid of numbers (e.g., 5x5) that acts as a feature detector; its weights are trained to “look” for a single, specific pattern, like a vertical edge, a specific color, or a simple texture. The layer “slides” this filter over every possible patch of the input. At each position, it perf
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