EXPLAIN WHAT GENERALIZATION ERROR OF A MACHINE LEARNING TASK IS, AND THE EFFECT OF INCREASE IN MODEL COMPLEXITY ON THE GENERALIZATION ERROR.

IN YOUR OWN WORDS, EXPLAIN WHAT GENERALIZATION ERROR OF A MACHINE LEARNING TASK IS, AND THE EFFECT OF INCREASE IN MODEL COMPLEXITY ON THE GENERALIZATION ERROR. (MAXIMUM WORDS: 250) [10 MARKS]