I'm new to machine learning and having a hard time collecting dataset. I'm promise this is for study purpose only, no bussiness included.

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    I'd personally take snaps of a bunch of your friends with their mouths open or closed, or request they take one and send it to you. That would give you a start at least? I suspect you are after 1000s of images, which are time consuming to collect. Alternatively you could try a google image search. – Marcus D Jun 15 at 15:12

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