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Learning Issues

Writer: DR.GEEKDR.GEEK

(15th-May-2020)


• The following components are part of any learning problem:

task:The behavior or task that is being improved

data: The experiences that are used to improve performance in the task

• measure of improvement

• There are two principles that are at odds in choosing a representation scheme:


1. The richer the representation scheme, the more useful it is for subsequent problems solving. For an agent to learn a way to solve a problem, the representation must be rich enough to express a way to solve the problem.

2. The richer the representation, the more difficult it is to learn. A very rich representation is difficult to learn because it requires a great deal of data, and often many different hypotheses are consistent with the data.

 
 
 

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