Walking is a good exercise- Here 'Walking' is-

A gerund is a noun made from a verb root plus ing (a present participle). A whole gerund phrase functions in a sentence just like a noun, and can act as a subject, an object, or a predicate nominative.

Here walking came from the verb "walk". Which is working as noun after ending with -ing.