Slides
Other material:
(Optional) For an introduction/refresher on basics of neural networks, there are many web resources that are good, as well as most modern ML or deep learning books (e.g. https://www.deeplearningbook.org/). Andrew Glassner's Deep Learning: A Visual Approach, has many more intuitive diagrams.