Learning is what Walter did his whole life. He needed to learn, to have contingencies. When you have a death sentence hanging above your head, contingencies stop to matter.

Walter truly only learned. But Heisenberg no longer cared about it. Walter was a genius chemist. You become that by learning every possible second. Walter learned. Heisenberg? He just did.