You might also be interested in the project-based course on GNNs by octavian.ai which is here: https://www.octavian.ai/machine-learning-on-graphs-course You don't need to sign up -- the notebooks get posted to this page. Signup is only if you want to receive notifications.
[1] https://graphdeeplearning.github.io/