Architectures

Shield:

These images were originally published in the book “Deep Learning with PyTorch Step-by-Step: A Beginner’s Guide”.

They are also available at the book’s official repository: https://github.com/dvgodoy/PyTorchStepByStep.

Index

• Back
• Alexnet
• LeNet
• Inception
  • Model
  • Modules
• ResNet
  • Residual Block

** CLICK ON THE IMAGES FOR FULL SIZE **

Papers

• Alexnet: ImageNet Classification with Deep Convolutional Neural Networks by Krizhevsky, A. et al. (2012)
• Lenet: Gradient-based learning applied to document recognition by LeCun, Y. et al. (1998)
• Inception: Going Deeper with Convolutions by Szegedy, C. et al. (2014)
• ResNet: Deep Residual Learning for Image Recognition by He, K. et al. (2015)

Alexet

Source: Chapter 7

Generated using Alexander Lenail’s NN-SVG.

LeNet

Source: Chapter 5

Generated using Alexander Lenail’s NN-SVG.

Inception

Inception Model

Source: Chapter 7

Inception Modules

Source: Chapter 7

ResNet

Residual Block

Source: Chapter 7

This work is licensed under a Creative Commons Attribution 4.0 International License.