The course "Analyze and Reason on Multimodal Data with Gemini" is an intermediate-level training that takes 1 hour and 45 minutes to complete. It focuses on developing skills to analyze various data types such as text, images, audio, and video, and teaches how to integrate this information for insightful conclusions.