Explore audio processing in Keras using Kapre in this 28-minute tutorial video. Learn about embedding audio transformations within deep learning models, leveraging GPU for calculations, and optimizing DSP parameters during training. Discover the advantages and disadvantages of using Kapre, an audio signal processing library for Keras. Follow along as the instructor demonstrates how to install Kapre, import its layers, and create Keras models using Kapre layers. Gain insights into implementing models with get_melspectrogram_layers and understand how this approach can simplify deployment and reduce dependencies in audio processing projects.
Overview
Syllabus
What's Kapre?
Kapre's advantages
Kapre's disadvantages
Kapre's features
What are we implementing?
Installing Kapre
Importing Kapre layers
Using Kapre layers to create a Keras model
Using get_melspectrogram_layers to implement a Keras model
Conclusion
Taught by
Valerio Velardo - The Sound of AI
