How would I go about painting a finished piece of furniture? What kind of paint would I use?

I have a nice bedroom set in great condition but I hate the color of it... (oak)
I want to paint it a dark chocolate brown color. What kind of paint would I use to do this? Interior paint?
And how would I prep the furniture beforehand?
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