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aswintechguy
GitHub Repository: aswintechguy/Deep-Learning-Projects
Path: blob/main/Speech Emotion Recognition - Sound Classification/README.md
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Speech Emotion Recognition - Sound Classification

Complete Video Tutorial: https://youtu.be/-VQL8ynOdVg

Dataset Information

There are a set of 200 target words were spoken in the carrier phrase "Say the word _' by two actresses (aged 26 and 64 years) and recordings were made of the set portraying each of seven emotions (anger, disgust, fear, happiness, pleasant surprise, sadness, and neutral). There are 2800 data points (audio files) in total.

The dataset is organised such that each of the two female actor and their emotions are contain within its own folder. And within that, all 200 target words audio file can be found. The format of the audio file is a WAV format

Output Attributes

  • anger

  • disgust

  • fear

  • happiness

  • pleasant surprise

  • sadness

  • neutral

Download link: https://www.kaggle.com/ejlok1/toronto-emotional-speech-set-tess More Datasets: https://www.kaggle.com/dmitrybabko/speech-emotion-recognition-en

Libraries

  • pandas

  • matplotlib

  • keras

  • tensorflow

  • librosa

Neural Network

  • LSTM Network
  • Accuracy: 67.00