Characterstics problem & Problem solving approach

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16 Terms

1
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What are the characterstics probelm in AI?

  1. Is the problem solvable

  2. Is the problem observable

  3. Is the problem predictable or unpredictable

  4. Is there single agent or multiple agent

  5. Is the environment static and dynamic

  6. Is the problem discrete or continuous

  7. Is the solution path important

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Is the problem solvable?

  • Well defined problem : In this the problem is well described has rule

  • ill defined problem : In this problem is not well described has no rules

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Is the problem fully observable ?

  • Fully observable : The AI has complete information about present state

    ex: chess game

  • Partially observable : In the AI dont know everything about it

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Is the problem predictable or unpredictable ?

Predictable : In this output is predictable

ex: chess game move

Unpredictable: In this output is unpredictable

ex: Rolling an dice

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Is there single agent or multiple agent

Single Agent: Only one AI operats in the enviroment

Multi-agent: Two or more agents operatoe in the same enviroment

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Is the environment static and dynamic

Static : The environment doesn’t change when AI is thinking
Ex: Playing chess

Dynamic: The enviroment changes overtime when AI is thinking

Ex: Stock Market

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Is the problem discrete or continuos ?

Discrete: Limited number of steps

Continuos: Infinite possiblities

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Is the soln part important?

Yes: path is important then its path problem

No: Path is important then its goal problem

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the technique that was developed to determine whether a machine could or could not demonstrate the artificial intelligence known as

Turing Test

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What are the steps to follow when solving a problem ?

  • Define the problem

  • Analyse the problem

  • Ways to solve the problem

  • Choose the best option

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What is state space problem?

It is way to represent all the possible solution of a problem

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What is production rules ?

Production rules are simple if-then rules used in AI to decide what to do (Knowledge) and when to do (control stretegies)

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What are the features of Production rules?

  • If-then condition

  • modularity

  • Knowledge Representation

  • Control Strategies

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What are the key component of Production?

  • If-then condition: It means if certain conditions are true then we will take those actions

  • Working Memory: It means it stores the data and fact temporarily

  • Knowledge Representation: It means how data are stored in the system

  • Control mechanism: It decide which rule to use and when to use

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What are the types of systems?

  1. Rule Based Systems : It follows if - then rule

  2. Procedural Systems: It follows step-by-step process

  3. Declarative Systems : In this we declare the goal and then try to find the ways

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