A field of scalars is a set of numbers that forms a field, which is a fundamental algebraic structure used to define operations like addition and multiplication. It is essential in linear algebra for defining vector spaces, where vectors are scaled by elements from a field of scalars, ensuring the operations satisfy field properties like commutativity, associativity, and distributivity.