Shazam's song recognition is proprietary, with no transparency on how it works. No open source models or benchmarks to compare against. This is bad science and software engineering - hiding algorithms behind a paywall. Shazam should release models for peer review and open source inference code.

#machinelearning #audioanalysis

https://perthirtysix.com/how-the-heck-does-shazam-work

How The Heck Does Shazam Work? (An Interactive Exploration)

Explore how Shazam and song identification work through interactive visualizations: spectrograms, constellation maps, hash fingerprints, and time-offset matching.