Inference - HiIAmTzeKean/SC3000-Artificial-Intelligence GitHub Wiki

tags:

  • 🌱
  • AI
  • ComputerScience date: 08--Mar--2023

Inference

Logical agents

See Deductive inference and Inductive inference.

Deriving logical conclusions from premises known to be true. This is the process for deriving conclusions in a model during a Ask operation.

!Sound

!Complete

Properties

  • Valid sentences
    • Tautology
    • iff all interpretation in model is true.
  • Satisfiable sentences
    • iff some interpretation in the model is true

Machine learning

Understanding how is Y affected by X

  • Which predictors are associated with the response
    • A small fraction of predictors tend to substantially affect Y
  • Relationship between response and each predictor
  • Can relationship be summarised using linear equation or some complicated form

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