Computational Learning Theory - What is the computational learning theory?

The field of artificial intelligence known as computational learning theory delves into the question of how computers might acquire new knowledge by analyzing existing data. The main goals of the theory are to develop algorithms with the ability to learn from data and to identify the limits of what can be learnt from data.