What is the difference between " Few " and " A Few " ?

Few

The word "few" emphasis on the lack of something.
For example -

        There are few chocolates left in the jar.

The above sentence tells us that we should be careful and not to eat chocolates too quickly because they are almost finished.

A Few

"A few" emphasis that something still remains.

For example -

        We have a few minutes left in the class. Do you have any questions?

The above sentence tell that we still have some time left so we can use it wisely.