The zeta series with odd exponents and the alternating series of the positive odd integers to an even power can be expressed as infinite integrals involving derivatives of some hyperbolic functions. These integral formulas can be derived in a straightforward way from the Mittag-Leffler series of the corresponding hyperbolic function.