https://github.com/SauceCat/PDPbox/blob/master/CHANGELOG.md
According to the pdpbox change logs, the latest pdp_interact_plot no longer support plotting single pdp. So it can no longer automatically plot those two pdp for us. Maybe you can try plotting them yourself and putting them together.
PDPbox was updated after the video and the pdp.pdp_interact_plot() function is now returning 1 graph instead of three. To have the notebook working as in the lectures you need to do the following:
Then, you need to change the calls to pdp_interact() (I believe there are 3 in total) from pdp_interact(m, x, feats, x.columns) to pdp_interact(m, x, feats) and it should work
As far as I remember the API has been changed. It now only outputs a single plot. If you want to reproduce the exact same plot from the course, you’ll have to add the other plots manually. But the important information is there.