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Do I need to study basic concepts of complexity classes (P, NP , NP-Hard...reduction etc.) ?

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Yes,

Basic concepts of complexity classes  P, NP, NP-hard, NP-complete removed from Algorithms but Reduction is there in Theory of Computation.

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