In the proper noun phrase **"Atlantic Ocean,"** only **"Atlantic"** is capitalized. The word **"ocean"** remains lowercase.
Proper nouns name specific entities. In geographic names with a generic term + specific identifier:
Compound proper nouns (both capitalized): Lake Superior, Mount Everest, Cape Cod, Long Island
Proper noun + generic (generic lowercase): Atlantic ocean, Pacific ocean, Mississippi river, Sahara desert
Some organizational style guides (e.g., US Navy, NOAA) capitalize "Ocean" in "Atlantic Ocean" as institutional convention. Standard English (Chicago, AP, Oxford) lowercases the generic. Consistency within a document matters most.