Who believed it was important to teach students use their senses and intelligence rather than rote memorization?

That philosophy is most strongly associated with John Dewey, a prominent figure in pragmatism and educational reform. While others shared similar beliefs, Dewey's emphasis on learning through experience and active inquiry, using all senses and intelligence, is particularly well-known.