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I'm trying to organize CNN chapters. This is what I found so far:
| num | chapter | current location on GH | comment |
|---|---|---|---|
| 7 | Convolutional Nets | arch/KF/convolutional-nets.tex | Where does this belong to? Sections: Parameter space transform, Weight sharing, Time delayed inputs, 1D & 2D temporal conv nets |
| 8 | Convolutional Neural Nets | arch/PK/convolutional_neural_nets.tex | Motivation & history, Architecture |
| 9 | Convolutions | arch/GS/convolutions.tex | Convolutions theory |
| 10 | Components of a CNN | arch/YC/05-lab/theory.tex | |
| 11 | A digression on the Fourrier Transform | arch/PK/digression_fourier_transform.tex | |
| 12 | Graph CNN and spectral networks | arch/IC/graph-cnn.tex | |
| 35 | Convolutions | arch/GS/convolutions_practice.tex | Data properties |
| 49 ? | Convolutional Networks ? | arch/GS/striding.tex | |
| 37 | Convolution Demonstration | prct/KF/convolution_demonstration.tex | to code? (audio example) |
| 40 | Comparison among Different Image Classification Neural Nets | prct/KF/img_classification_comparison.tex | to arch? (AlexNet, VGG, ResNet...) |
| 55 | Convolutional Networks Applications in Image Recognition | prct/GS/CNN_applications.tex | |
| 56 | Applications of Convolutional Networks cont. | prct/GS/CNN_applications_2.tex |
Thinking about the following order:
Arch: 8, 9, 10, 11, 35, (37 ?), 49, (40 ?), 12
Prct: (40 ?), 55, 56
Code: (37 ?)
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