Exactly. Explaining to a computer what a photo of a dog looks like is super hard. Every rule you can come up with has exceptions or edge cases. But if you show it millions of dog pictures and millions of not-dog pictures it can do a pretty decent job of figuring it out when given a new image it hasn't seen before.