Dive into Deep Learning Slides are at The book is at 2. Convolutional Neural Networks 2.1 Convolutions (Channels, Pooling, Strides, etc.) 2.2 LeNet and AlexNet 2.3 Modern Convnets (ResNet, SENet, 1x1 convolutions)
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