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ToC is not about memorizing definitions; it is about designing machines and constructing proofs. Practice State Diagrams: Draw DFAs and NFAs by hand.
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Most technical universities stock multiple copies of Puntambekar’s books. Check your library’s digital portal for an e-book version.