A tensor is a mathematical object that generalizes scalars, vectors, and matrices, and is used to represent data with multiple dimensions. Tensors are fundamental in fields like physics and machine learning, where they facilitate operations on multidimensional data structures and are essential for expressing complex relationships and transformations.