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An audio deep learning mini-lesson from the 2021 DAT/Artathon fellowship.

Home Page: https://nbviewer.jupyter.org/github/daniel-furman/RandomDS/blob/main/D_A_%2721_Mini_Lesson_ESC50_Classification.ipynb

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deep-learning ai audio-classification sound-event-detection vision-transformer

audio-classification-lesson's Introduction

DAT/Artathon 2021 Mini-Lesson


ESC-50 clip preview

A 15 minute mini-lesson on audio classification with deep learning, originating from the 2021 DAT/Artathon. I am primarily self-taught in this area, and I first got into audio during a Kaggle competition for Sound Event Detection (SED) on natural soundscapes (BirdCLEF21).

  • Introduction to audio classification (10 min).
  • Colab notebook demo (5 min).
    • ESC-50 classification of environmental audio recordings.

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