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Introduction to AI

h_10 Hybrid Intelligence English

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Introduction to AI

  1. what is AI?

    • the ability of a computer or other machine to perform those activities that are normally thought to require intelligence.
    • The theory and development of computer systems able to perform tasks normally requiring human intelligence, such as visual perception, speech recognition, decision-making, and translation between languages.
    • an area of computer science that deals with giving machines the ability to seem like they have human intelligence : the power of a machine to copy intelligent human behavior
  2. What can AI do today?

    • The applications of AI is so widespread that it is difficult to give a concise response to such a question.
    • Game playing
      • Master level chess: there is some AI in them, but they play well against people mainly through brute force computation, looking at hundreds of thousands of positions.
    • Speech recognition
      • Typically found in various telephone booking systems for airlines and theatre tickets.
    • Understanding natural language
      • Just getting a sequence of words into a computer is not enough. Parsing sentences is not enough either. Semantics v syntax. The computer has to be provided with an understanding of the domain the text is about, and this is presently possible only for very limited domains.
    • Computer vision
      • Some useful programs can work solely in two dimensions, but full computer vision requires partial three-dimensional information that is not just a set of two-dimensional views. At present there are only limited ways of representing three-dimensional information directly, and they are not as good as what humans evidently use.
    • Expert systems
      • Many different applications such as oil prospecting, medical diagnosis, financial advice, etc
    • Intelligent tutoring systems
      • A form of computer-aided learning that offers the possibility of customising the interactions between a machine tutor and a student.
  3. Turing test - an empirical approach designed to provide a definition of intelligence, based on the measure:

    • 1) Does a system act as if it is human?"
    • But to do the test, a machine would require at least the following capabilities:
    • * natural language processing - to communicate in natural language, such as English
    • * knowledge representation capabilities - to store what it knows
    • * automated reasoning - to use this stored knowledge to answer questions and draw conclusions

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Hybrid Intelligence Mind Map on Introduction to AI, created by h_10 on 08/03/2014.
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