Approach to sounds recognition with Machine or Deep Learning techniques?

Hi,

I'm working about a problem of sounds recognition: I could have ten different noises, and I need the computer can classify them, telling me which noise is when I supply as input a microphone signal or a registered audio file.

In other words, I would like to write a code with capabilities similar to the one described in this video, but using sounds instead of images:

https://it.mathworks.com/videos/machine-learning-made-easy-106181.html

Could someone help me in terms of approach to the problem? Which file format I need to train the network (mp3, wav...)? Which neural network could I use? Could you suggest me some references and examples?

Thank you so much, kind regards.