Terminus

Machine learning

Convolutional networks

Convolutions, pooling, residual connections, and the architectures from LeNet to ResNet.

About 20 hours of study.

Where to learn it

Read
Dive into Deep Learning

Zhang, Lipton, Li, Smola

Chapters 7–8

Watch
CS231n: Deep Learning for Computer Vision

Stanford Online

The lectures on CNNs and architectures

Practise
Understanding Deep Learning notebooks

Simon J. D. Prince

Notebooks for chapters 10–11

Sixty-eight Python notebooks with the key code left for you to fill in.

Wrong chapter, dead link, or know something better? Tell us on GitHub.

Which roles ask for it

Before and after