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AL-503 (B) Deep Learning Unit 3 Notes

Notes and important questions for unit 3: Convolutional Neural Networks.

Unit 3 · Short notes Convolutional Neural Networks Introduction to Convolutional Neural Networks (CNN) and architectures · Convolutional terminology – ReLU activation, stride, padding, pooling, convolution operations · Convolutional kernels · Layer types – convolutional, pooling, fully‑connected · Visualization of CNNs · Canonical CNN models – LeNet, AlexNet, ZF‑Net, VGGNet, GoogLeNet, ResNet, R‑CNN

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