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Machine Learning

  • Machine Learning (ML) is a central research area in AI to acquire knowledge.

  • ML deals with the computer-aided design and realisation of learning problems.

  • Learning is defined as the process that enables a systems to perform better during solving of the same or similar tasks in the future (Simon, 1983)

  • Reduction of learning to mathematical theories: Deduction, Induction, Abduction.

  • Learning task is typically characterized through the description of inputs, expected outputs, and environmental conditions.

  • Typical machine learning applications: Data mining, Speech recognition, text analysis, control learning, hidden markov networks, etc.

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