These four notebooks contain an end-to-end audio classification project.
The first notebook starts with acquiring the data. The second notebook creates a custom audio dataset. The third notebook creates a TFRecord based dataset. The final fourth notebook trains a CNN on the data. The accompanying post explaining the code is available on Towards Data Science.