There’s more to the book than my one-sentence summary. Believe Minsky and Papert have something extensive to say on a subject it’s probably not shallow. There’s an ok, if brief discussion about the book’s influence on NN research in its Wikipedia entry.

It’s not a super long book and an excellent, eye opening read even 50 years later.

You should check out the book. It is really fun (especially the illustrations).