The above PDF handout has a comprehensive list of the derivatives of the essential elementary functions, as well as the rules, from which the derivative of any elementary function can be calculated by hand.
Although we will derive almost all of these statements in class, they are – perhaps more than anything else in the class – things that need to be memorized. There are numerous problems in sections 2.3 – 2.6 for you to practice with until you feel comfortable.