The process in which a precursor cell type acquires the specialized features of a myeloid progenitor cell. Myeloid progenitor cells include progenitor cells for any of the myeloid lineages. [ GOC:add http://www.ncbi.nlm.nih.gov/pubmed/16551264 ]