A katakana noun used with an English-like feel, especially in titles, slogans, campaigns, and promotional wording. In ordinary prose, 発見 or 見つける is usually more natural.
The station poster had “Discover Japan” written in large letters.
The theme of the new tourism campaign is discovering the appeal of the local area.
Let's set off on a trip to discover Kyoto.