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Audio Analytics In Machine Learning

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Audio Analytics

Audio data analysis is about analyzing and understanding audio signals captured by digital devices, with numerous applications in the enterprise, healthcare, productivity, and smart cities.

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Audio Format Which Used In Analytics

There are three types of Audio Format which is used in audio analytics:

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  • wav (Waveform Audio File) format

  • mp3 (MPEG-1 Audio Layer 3) format

  • WMA (Windows Media Audio) format

Applications of Audio Processing

  • Indexing music collections according to their audio features.

  • Recommending music for radio channels

  • Similarity search for audio files (aka Shazam)

  • Speech processing and synthesis — generating artificial voice for conversational agents

Libraries Of Audio Processing

Python has some great libraries for audio processing like Librosa and PyAudio:

  • Librosa

  • IPython.display.Audio

  • Spectrogram

  • etc.

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