Russell and Norvig clearly outline what the field of AI conveys. The definitions of AI vary along two main dimensions: first it is concerned with thought processes and reasoning, second it deals with behavior. Additionally, it is concerned with human performance or rationality (an ideal concept of intelligence). Table 1.1 shows the main four categories. [RN95]
The sub areas of AI range from fundamentals, like knowledge
representation, knowledge acquisition, problem solving and search, to
specific concepts, like knowledge-based systems, intelligent agents, natural
language processing, machine learning, computer vision, or impacts. [RN95]
Systems that think like humans | Systems that think rationally |
Systems that act like humans | Systems that act rationally |
AI can be seen as having theoretical (science) and an applied (engineering) aspect. Most realized AI project include (1) A theory of intelligence, (2) a formal model and (3) a computer system implementing the model. [Wan06, p. 4]