This R package implements Training Distribution Matching (TDM) as described in Thompson et al. (submitted). TDM is a normalization technique that allows machine learning models built for one platform for gene expression measurement (e.g. microarrays) to be applied to a different platform (e.g RNA-sequencing). The companion repository (see "related") provides analytical code used to evaluate this method.