Why did it take so long?

Researchers had worked on neural networks for decades. The idea alone was not enough.

Researchers had more data to learn from. Computers could do far more work. Better training methods made larger networks practical.

As those pieces improved, neural networks began beating older methods on difficult tasks.

Success at a task showed what a network could do. Understanding what kind of thing it was would require different questions.