Learning how to apply Machine Learning for the Audio domain can be tricky as there are aspects related to the data that might not be obvious and it's not as popular of a topic as Image or Text
Don't worry! I got you covered!
Here are some tutorials to get you started:
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The first one you should take a look at is the Recognizing Keywords tutorial: