Linear search is an algorithm that searches through a list by comparing each item to a search criteria. It returns the position of a matching item or a message if the item is not found. Counting occurrences counts how many times an item appears in a list. Finding maximum/minimum finds the largest or smallest number by comparing each item to the running maximum or minimum.