CNN Vignettes

Click Here for three vignettes on using CNNs for image recognition

Hello class,

I’ve uploaded 3 videos with coding vignettes on how to build and train convolutional neural networks for image recognition. These videos cover how to implement data augmentation, how to code a convolutional neural network, and how different architecture choices like learning rate, data augmentation, dropout, and batch normalization impact training.

Code:

To follow along in code:

• Official gogle colab notebook

Videos:

• CNN Vignette 1: Data Augmentation
• CNN Vignette 2: Building the Network
• CNN Vignette 3: Training and Optimizing