manishshettym / Echo

Machine Learning model to classify emotions extracted from sound waves

Echo

Machine Learning model to classify emotions extracted from speech samples.

Datasets:

• RAVDESS:
  • This dataset includes around 1500 audio file input from 24 different actors
  • 12 male and 12 female where these actors record short audios in 8 different emotions
  • {1 = neutral, 2 = calm, 3 = happy, 4 = sad, 5 = angry, 6 = fearful, 7 = disgust, 8 = surprised}
  • Each audio file is named such that the 7th character is consistent with the different emotions that they represent.

Architecture