Repeat the computer experiment mentioned in the class by using Least-mean-square algorithm, this time, however,

computer science

Description

Description

 

To learn how to use the LMS  and Newton’s method to train a single-layer network

Requirement

 

l  (2 points) Repeat the computer experiment mentioned in the class by using Least-mean-square algorithm, this time, however, positioning the two moons Figure to be on the edge of separability, that is, d=0. Determine the classification error rate produced by the algorithm over 2,000 test data points.

l  (3 points)  Select one classification dataset from UCI first. Then design a single-layer network trained by Newton’s method.  Provide your testing accuracy on the selected dataset.

l  The codes may upload to Moss(https://theory.stanford.edu/~aiken/moss/) to check the similarity. If high similarity rate is found, the assignment will be marked as zero. The instructor will also report it to the Departmental Chair for a further penalty.


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