Feinberg was born in Gedera, Palestine, then part of the Ottoman Empire, to Israel Lolik Feinberg and Fanny Feinberg (nee Belkind). He had two sisters, Tzila and Shoshanna.[1] Feinberg studied in France.[2] He then returned to work with Aaron Aaronsohn at the agronomy research station in Atlit.