The presently disclosed subject matter provides in vitro methods of inducing differentiation of stem cells to neural crest, cranial placode or non-neuro ectoderm precursors, and cells generated by such methods. The presently disclosed subject matter also provides uses of such cells for treating neurodegenerative and pituitary disorders.