AI-based underwater vehicle prototype capable of detecting, studying, and classifying marine flora and fauna in real ocean conditions. The system integrates deep learning algorithms for underwater image/video classification, along with intelligent control strategies for both remotely-operated and autonomous navigation. The prototype is adaptive for both controlled lab tanks and outdoor water environments.