Is equine a noun

No, horse riding is two separate Words; the noun horse is used as an adjective to describe the verbal noun (gerund) riding. In the sentence:

Horse riding is my favorite sport.

The subject is 'riding', the verb is 'is', and the object is sport. The Word horse is describing the subject just as favorite is describing the object.