Section 5: Convolutional Neural Network
Materials from class on Monday, February 10, 2025
Convolutional Neural Networks
Code
Introduction to deep learning for computer vision, RMarkdown, part 1, RMarkdown, part 2
Image segmentation example, RMarkdown
Modern convnet architecture patterns, RMarkdown
Interpreting what convnets learn, RMarkdown
References
Computer vision & CNNs: MNIST revisted. by Brad Boehmke. Slides
“How Convolutional Neural Networks work” - 26min video by Brandon Rohrer, https://youtu.be/FmpDIaiMIeA?feature=shared
Convolutional Neural Networks (CNNs / ConvNets) - notes from the Stanford CS class CS231n: Convolutional Neural Networks for Visual Recognition. https://cs231n.github.io/
Convolution - detailed review of each operation and layer of a CNN