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深度学习在音频处理领域的应用

利用音频和语音处理应用扩展深度学习工作流

通过将 Audio Toolbox™ 与 Deep Learning Toolbox™ 结合使用,将深度学习应用于音频和语音处理应用。

App

音频标注器Define and visualize ground-truth labels

函数

audioDatastoreDatastore for collection of audio files
audioDataAugmenterAugment audio data
audioFeatureExtractorStreamline audio feature extraction
vggishFeaturesExtract VGGish features
vggishVGGish neural network
yamnetYAMNet neural network
yamnetGraphGraph of YAMNet AudioSet ontology
classifySoundClassify sounds in audio signal

主题

Introduction to Deep Learning for Audio Applications (Audio Toolbox)

Learn common tools and workflows to apply deep learning to audio applications.

Classify Sound Using Deep Learning (Audio Toolbox)

Train, validate, and test a simple long short-term memory (LSTM) to classify sounds.

Transfer Learning with Pretrained Audio Networks (Audio Toolbox)

Use transfer learning to retrain YAMNet, a pretrained convolutional neural network (CNN), to classify a new set of audio signals.

特色示例