Numeric Vs. Symbolic:
Computers originally were designed specially to process numbers. People, however, tend to think symbolically rather than numerically; our intelligence seems to be based, in part, on our mental ability to manipulate symbols, rather than just numbers.
Algorithm Vs. Non-algorithmic:
An algorithmic is a step by step procedure with well-defined starting and ending points which is guaranteed to reach a solution to a specific problem. Computer programs traditionally have been based on algorithm. Many human reasoning processes, however, tend to be non-algorithmic, in other words, our mental activities consist of more than just following logical, step by step procedure.
Artificial intelligence is the branch of computer science that deals with ways of representing knowledge using symbol rather than numbers and with rules of thumb or heuristic, methods for processing information. A heuristic is a 'rule of thumb' that helps you to determine how to proceed.
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