EDIT:
As the icons listed on the website are slightly outdated, here’s some alternative resources:
Isn’t it Material Icons (as stated by @RobbyCornelissen)? The Google Material Design team had recently (last month) updated their website.
Anyways, the Angular Material team expects developers to include the Google Material Design Icon Font themselves (Google Fonts/self-host/whatever you fancy).
