A $1 billion gift from Michael Bloomberg to Johns Hopkins University, announced on Monday, will allow most students at the university’s medical school to attend free of cost and will also increase financial aid for other students in the university’s schools of nursing and public health and other graduate programs.

Bloomberg Philanthropies, which oversees Mr. Bloomberg’s charitable efforts, said in a statement that the gift would ensure that “the most talented aspiring doctors…