teaching-neural-networks

This repo contains teaching material for university lectures on neural networks.

Structure

• slides/: lecture slides
• notebooks/: Jupyter notebooks with simple, commented examples

First notebook

The first notebook is:

• notebooks/01_mnist_prewitt.ipynb

It shows how to:

1. load the MNIST dataset;
2. select one image;
3. define the Prewitt kernels explicitly;
4. implement the convolution logic in a simple way;
5. visualize the image before and after filtering.