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