The Creative Commons is developing a vibrant, usable commons, which requires a thorough discovery phase to integrate data in its catalogue. This session focuses on Machine Learning (ML) services and techniques to identify content in digital media. A simple use-case will be demonstrated to highlight the benefits and limitations of this approach. After which a discussion will ensue on its utility for discovery and cataloguing.