The undersea environment is incredibly complex, while sensors deployed into this environment create massive amounts of data beyond what can be reasonably interpreted by human operators. We explore tools and techniques we have utilised over our journey.

• Embeddings and air to underwater transfer of knowledge
• Mass, assisted data labelling through clustering schemes
• Data augmentation & quantifying AI generated underwater transients
• Active learning & reducing labelling effort