The full list of new features, bug fixes and breaking changes is in this epic changelog: https://github.com/angular/angular.js/blob/master/CHANGELOG....
I trawled through it a couple weeks back and wrote up some of the most interesting new features: https://speakerdeck.com/niallsmart/angular-1-dot-3-whats-new