Favorite is a noun in your sentence. An adjective on its own cannot normally follow my . You cannot say: my difficult, my easy etc.
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CalifJimYou might say that an adjective has been raised to the status of a noun.Favorite need not be raised at all. It can be a noun without the:
Compare: The poor you will always have with you.