Complements means a collection of items that completes a group. It can also mean a full set of something. The complement of trials means that we have Everything to complete the set thus we remember the E.
Compliments are when you say nice things about others. I remember the I because I and others always like hearing complIment.
Do you have a better idea? If so please feel free to give that suggestion in the comment section of this blog.