For preparing for medical board exams, popular resources include 'First Aid for the USMLE Step 1', 'Rapid Review Pathology', and 'Robbins and Cotran Review of Pathology'. These resources are specifically designed to help students excel in their board exams and cover the essential topics and high-yield information.