Conditional probability is the probability of an event B occurring given that another event A has already occurred. This can be different than the probability of event B on its own. Tree diagrams and Venn diagrams can be used to visualize conditional probabilities and calculate the probabilities of events. Events can be mutually exclusive, meaning they cannot both occur, or independent, where the occurrence of one event does not impact the other.