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All Projects → mjpyeon → wavenet-classifier

mjpyeon / wavenet-classifier

Licence: other
Keras Implementation of Deepmind's WaveNet for Supervised Learning Tasks

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python
139335 projects - #7 most used programming language

Labels

deep-neural-networksdeep-learningsupervised-learningdeepmindspeaker-recognitionspeaker-verificationspeech-analysisspeech-apispeech-emotion-recognitionspeaker-identificationwavenet-keras

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wavenet-classifier

Modified WaveNet Architecture for Supervised Learning Tasks

The goal of this project is to provide a model for speech classification and/or regression using WaveNet architecture which is originally designed as a generative model. So, this project provides an API for various supervised learning tasks related to speechs. Note that our implementation is based on keras2 on tensorflow background.

Usage


>>> from WaveNetClassifier import WaveNetClassifier

>>> wnc = WaveNetClassifier((96000,), (10,), kernel_size = 2, dilation_depth = 9, n_filters = 40, task = 'classification')
>>> wnc.fit(X_train, y_train, validation_data = (X_val, y_val), epochs = 100, batch_size = 32, optimizer='adam', save=True, save_dir='./')
>>> y_pred = wnc.predict(X_test)
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