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