Audio Classification with Machine Learning

Audio Classification with Machine Learning

EuroPython Conference via YouTube Direct link

APPLICATIONS

3 of 25

3 of 25

APPLICATIONS

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Audio Classification with Machine Learning

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  1. 1 Intro
  2. 2 THIS TALK
  3. 3 APPLICATIONS
  4. 4 DIGITAL SOUND PRIMER
  5. 5 AUDIO MIXTURES
  6. 6 AUDIO ACQUISITION
  7. 7 DIGITAL SOUND REPRESENTATION
  8. 8 SPECTROGRAM
  9. 9 PRACTICAL EXAMPLE
  10. 10 URBANSOUNDSK
  11. 11 MEL-FILTERS
  12. 12 NORMALIZATION
  13. 13 CONVOLUTIONAL NEURAL NETWORK
  14. 14 AGGREGATING ANALYSIS WINDOWS
  15. 15 DEMO
  16. 16 ENVIRONMENTAL SOUND CLASSIFICATION ON
  17. 17 TIPS AND TRICKS
  18. 18 DATA AUGMENTATION
  19. 19 TRANSFER LEARNING FROM IMAGES
  20. 20 AUDIO EMBEDDINGS
  21. 21 ANNOTATING AUDIO
  22. 22 SUMMARY
  23. 23 MORE LEARNING
  24. 24 QUESTIONS
  25. 25 TAGGING

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