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1:27
Instagram
ai.pathwayy
AI | Machine Learning | Tech on Instagram: "AlexNet, introduced by Alex Krizhevsky and colleagues in 2012, was one of the first deep convolutional neural networks (CNNs) to
In this video, we explore the strategies used by AlexNet to combat overfitting, including data augmentation and dropout. By applying random shifts, flips, and color changes to images and randomly turning off neurons during training, AlexNet achieves robust and generalizable results. We also discuss the use of weight decay, a regularization ...
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Malkesh Dalia on Instagram: "In AlexNet, the convolutional layers learn features in a hierarchy, becoming more abstract the deeper the data travels. The earliest layers react to basic visual cues like edges or color contrasts. Deeper layers, however, begin to fire for complex shapes and class-specific patterns, such as parts of faces or objects. We can actually see this process by passing an image through the network and extracting activation maps from selected filters. Visualizing these maps sh
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