How can I build myself a workstation for studying purposes?

I can’t decide between getting a Mac or a Windows computer. I also am a bit lost as to what specifications I should look out for. What would you recommend? I am afraid of getting Windows because I am tired of slow computers. I also like Linux and Ubuntu because it is the fastest OS I have experienced.
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