I learned about Amy Johnson and some other famous women when I was very young, partly from books, partly from school and partly from my parents.
I had a book that featured Amy Johnson, Amelia Earhart, Edith Cavell, Helen Keller, Florence Nightingale, Harriet Tubman, Marie Curie to name a few. At school I learned about Elizabeth Garett Anderson, and Nancy Astor.