You should be able to use one of the Linux releases on your Chromebook. You just have to go into your Chromebook settings and opt into the Linux beta.
My Chromebook doesn't have that option. I followed different tutorials, but in settings there's nothing mentioning Linux. I also got a notification by Chrome that my Chromebook will stop getting automatic updates. Have any ideas what's wrong?