Nokogiriyama — Famous cliffs with a large, outdoor stone Buddha; take the Tokyo Bay Ferry from Kurihama across to Chiba
The beach towns of Zushi & Hayama are nearby.
Kamakura is only 20 minutes, 210 Yen, from Yokosuka Station JR line.