Task Classification of AI

The domain of AI is classified into Formal tasks, Mundane tasks, and Expert tasks.

Task Domains of AI

Task Domains of Artificial Intelligence

Mundane (Ordinary) Tasks

Formal Tasks

Expert Tasks

Perception

      Computer Vision

      Speech, Voice

      Mathematics

      Geometry

      Logic

      Integration and Differentiation

      Engineering

      Fault Finding

      Manufacturing

      Monitoring

Natural Language Processing

      Understanding

      Language Generation

      Language Translation

Games

      Go

      Chess (Deep Blue)

      Ckeckers

Scientific Analysis

Common Sense

Verification

Financial Analysis

Reasoning

Theorem Proving

Medical Diagnosis

Planing

 

Creativity

Robotics

      Locomotive

 

 

Humans learn mundane (ordinary) tasks since their birth. They learn by perception, speaking, using language, and locomotives. They learn Formal Tasks and Expert Tasks later, in that order.

For humans, the mundane tasks are easiest to learn. The same was considered true before trying to implement mundane tasks in machines. Earlier, all work of AI was concentrated in the mundane task domain.

Later, it turned out that the machine requires more knowledge, complex knowledge representation, and complicated algorithms for handling mundane tasks. This is the reason why AI work is more prospering in the Expert Tasks domain now, as the expert task domain needs expert knowledge without common sense, which can be easier to represent and handle.