We describe statistical inference in continuous time Markov processes of DNA sequences related by a phylogenetic tree. The maximum likelihood estimator can be found by the EM algorithm and an expression of the information matrix is also derived. We provide closed-form analytical solutions of the EM algorithm and information matrix in the case of a reversible substitution process.