With expert systems, entire fields of knowledge are incorporated into sophisticated software that facilitates, and sometimes automate the decision-making.
In the expert system approach, the information about taxpayers and tax computations is again found in data structures, but now the knowledge describing the relationships between them is encoded in data structures as well.
In the 1980s a form of AI program called Expert Systems was adopted by corporations around the world and knowledge became the focus of mainstream AI research.
The programs of an expert system are independent of the problem domain(taxes) and serve to process the data structures without regard to the nature of the problem area they describe.
Sample analysis and categorization- We're using expert systems and machine learning to automatically categorize the 500,000 new samples we receive each day.
There are also some very complex situations where the batch and streaming algorithms produce verydifferent results(using machine learning models, expert systems, or inherently very expensive operations that must be performed differently in real-time) which would require using Lambda.
Medical expertise is in someways being replaced by computer-based diagnostic systems(expert systems), and much of the work that engineers once did has been replaced by computer-assisted design(CAD) systems..
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