1) Explain the role of the following degrees of freedom (parameters): i) activation (function), ii) optimizer, iii) loss (function), iv) metric(s), v) epochs,  vi) batch size.

Microsoft Visual C#
7th Edition
ISBN:9781337102100
Author:Joyce, Farrell.
Publisher:Joyce, Farrell.
Chapter8: Advanced Method Concepts
Section: Chapter Questions
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link to MINST code: https://www.dropbox.com/s/i21pedejv0sknnq/MINST.pdf?dl=0

 

1) Explain the role of the following degrees of freedom (parameters):

i) activation (function),

ii) optimizer,

iii) loss (function),

iv) metric(s),

v) epochs, 

vi) batch size. 

 

2) Add a confusion matrix to the MNIST code example from the link provided. Set the epochs parameter  to 5. Explain which entry of the matrix yields the number of ones (the number 1) that are falsely recognized as eights (the number 8). (If you use indices in your explanation, use the Python index notation, i.e., start at zero.) Run your code a few times. Is the confusion matrix always the same? Briefly explain.

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