Convolutions

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
• 2D Convolution
  • Striding
  • Padding
  • Pooling
  • Multiple Channels
  • Multiple Filters
• 1x1 Convolution
• 1D Convolution
  • Dilation
• Visualization

** CLICK ON THE IMAGES FOR FULL SIZE **

2D Convolution

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Striding

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Padding

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Pooling

Source: Chapter 5

Multiple Channels

Source: Chapter 6

Source: Chapter 6

Multiple Filters

Source: Chapter 6

1x1 Convolution

Source: Chapter 7

Source: Chapter 7

1D Convolution

Source: Chapter 8

Dilation

Source: Chapter 8

Visualization

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

Source: Chapter 5

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