Neural Network Vignettes

Click Here for four vignettes on building and training neural networks

Hello class,

I’ve uploaded 4 videos with coding vignettes on how to train neural networks using Pytorch, Pytorch Lightning, and google colab notebooks. I created a basic neural network and trained it to classify images of clothing items from the FashionMNIST dataset. The live notebook had some issues saving/crashing, so apologies I switched to the ‘official’ notebook halfway in.

Code:

To follow along in code:

• Official, well commented google colab notebook

Videos:

• Neural Network Vignette 1: Colab and DataLoaders
• Neural Network Vignette 2: Writing and Training the Network
• Neural Network Vignette 3: Exploring the Fit
• Neural Network Vignette 4: Under the Hood of PyTorch and PyTorch Lightning