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Audio analysis is a growing sub domain of deep learning applications. Comet is a tool for data scientists and AI practitioners to use Comet to apply machine learning and deep learning methods in the domain of audio analysis. To understand how models can extract information from digital audio signals, we’ll dive into some of the core feature engineering methods. We will then use Librosa, a great python library for audio analysis, to code up a short python example training a neural architecture on the UrbanSound8k dataset. To view the code, training visualizations, visit the Comet project page.