Studying ‘Artificial Intelligence’

Study Procedure

  1. Find and understand overall sub-fields of the artificial intelligence
References
Sub-fields of the Artificial Intelligence

The fields of the AI can be classified by goals, approaches, and tools.

Goals

  • Deduction, reasoning, problem solving
  • Knowledge representation
  • Default reasoning and the qualification problem
  • The breadth of commonsense knowledge
  • The subsymbolic form of some commonsense knowledge
  • Automated planning and scheduling
  • Machine learning
  • Natural language processing
  • Machine perception (computer vision and speech recognition)
  • Motion and manipulation (robotics)

Approaches

  • Cybernetics and brain simulation
  • Symbolic
  • Sub-symbolic
  • Statistical
  • Integrating the approaches
Tools
  • Search and optimization
  • Logic
  • Probabilistic methods for uncertain reasoning
  • Classifiers and statistical learning methods
  • Neural networks
  • Deep neural networks
  • Control theory
  • Languages

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