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audio models package with semantic features identification

Project description

Audio Models Stattus4

Audio Models and statistical tools used in Devs for Stattus4 Start-Up of Water Wasting Detection

Note: this is a Alpha Version.

Statistical Analysis



Inverse Filtering

  • Inverse Filtering with Tensorflow Optimization and Stochastic Gradient Descent

Audio Deep Learning

  • Deep Neural Networks for Tagging Audio based on binary tagged database using Audio Features Models.
  • TODO: Road-Map Milestones:
    1. Implementar unidades.
    1. escolher um conjunto de parametros (tamanho de filtro da convolução, número de layers, tamanho do batch de dados por atualização da apredizagem).
    1. Validação do funcionamento do modelo com poucos dados triviais (ruido de duas frequencias diferentes a principio). Overfit Aqui
    1. Cross-validation.
    1. Check-pointing.
    1. Neural Network Selection Criteria.


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