Maximum Likelihood Estimation for a t-distribution

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How can you find the maximum likelihood estimate for the mean of a t-distribution? I know there is not a closed form, but is there a way to do it numerically in R?

Or is there a way to do it partially by hand, then optimize the function in R?

Thanks!