few is for countable noun, eg. apples, books
little is for uncountable noun e.g. water, milk, money, rice
a few and a little = some
few and little = hardly any, nearly nil
"a few" is used as for a countable noun, while "a little" is used for an uncountable noun. The former is used for describing small quantity and the latter for small amount.